From 57b8bed944dac8d907343f9e8e08be872144ac85 Mon Sep 17 00:00:00 2001
From: chaitanyagiri <girichaitanya11@gmail.com>
Date: Tue, 6 Oct 2026 17:03:29 +0530
Subject: [PATCH] seo-engine: launch desk 6 Oct 13:00 IST, Reflection AI Beam

New page /blog/reflection-beam/ on the open weight model Reflection AI announced on 5 Oct 2026. Four bright scenes and a title card. One backlink from run-munder-difflin-on-open-models.

Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
---
 blog/src/_data/media.json                     |  11 +
 .../assets/media/reflection-beam/balloons.png | Bin 0 -> 37610 bytes
 .../src/assets/media/reflection-beam/hero.png | Bin 0 -> 24153 bytes
 .../assets/media/reflection-beam/kettles.png  | Bin 0 -> 43829 bytes
 .../assets/media/reflection-beam/lamps.png    | Bin 0 -> 30853 bytes
 .../assets/media/reflection-beam/motion.css   |  13 +
 .../assets/media/reflection-beam/motion.js    | 281 +++++++++++
 .../assets/media/reflection-beam/parcel.png   | Bin 0 -> 38412 bytes
 blog/src/posts/reflection-beam.md             | 111 +++++
 .../run-munder-difflin-on-open-models.md      |   2 +-
 docs/blog/agents-rule-of-two/index.html       |  18 +-
 docs/blog/ai-agent-glossary/index.html        |  18 +-
 docs/blog/asd-ste100-prompting/index.html     |   2 +-
 .../assets/media/reflection-beam/balloons.png | Bin 0 -> 37610 bytes
 .../assets/media/reflection-beam/hero.png     | Bin 0 -> 24153 bytes
 .../assets/media/reflection-beam/kettles.png  | Bin 0 -> 43829 bytes
 .../assets/media/reflection-beam/lamps.png    | Bin 0 -> 30853 bytes
 .../assets/media/reflection-beam/motion.css   |  13 +
 .../assets/media/reflection-beam/motion.js    | 281 +++++++++++
 .../assets/media/reflection-beam/parcel.png   | Bin 0 -> 38412 bytes
 .../index.html                                |  18 +-
 .../index.html                                |  18 +-
 docs/blog/feed.xml                            |  16 +-
 .../index.html                                |  18 +-
 .../index.html                                |  18 +-
 .../how-much-does-claude-code-cost/index.html |  18 +-
 docs/blog/index.html                          |  44 +-
 .../is-claude-code-max-worth-it/index.html    |  18 +-
 .../is-claude-code-open-source/index.html     |  18 +-
 .../blog/is-ollama-good-for-coding/index.html |  18 +-
 .../index.html                                |  18 +-
 .../loop-engineering-for-ai-agents/index.html |  18 +-
 docs/blog/munder-difflin-faq/index.html       |  18 +-
 .../index.html                                |  18 +-
 docs/blog/openai-text-watermarking/index.html |  28 +-
 docs/blog/reflection-beam/index.html          | 459 ++++++++++++++++++
 .../index.html                                |  18 +-
 .../index.html                                |   2 +-
 docs/blog/shareable-agent-roles/index.html    |  18 +-
 docs/blog/tags/ai-agents/index.html           |  20 +-
 docs/blog/tags/concepts/index.html            |  18 +-
 docs/blog/tags/open-source/index.html         |  18 +-
 .../index.html                                |  18 +-
 docs/blog/topics/comparisons/index.html       |   2 +-
 docs/blog/topics/concepts/index.html          |  18 +-
 docs/blog/topics/guides/index.html            |   2 +-
 docs/blog/topics/index.html                   |   8 +-
 docs/blog/topics/internals/index.html         |   2 +-
 docs/blog/topics/memory/index.html            |   2 +-
 docs/blog/topics/news/index.html              |   2 +-
 docs/blog/topics/orchestration/index.html     |   2 +-
 docs/blog/topics/story/index.html             |   2 +-
 docs/blog/topics/use-cases/index.html         |   2 +-
 .../index.html                                |  18 +-
 .../what-are-claude-code-agents/index.html    |  18 +-
 .../what-is-a-multi-agent-harness/index.html  |  18 +-
 .../blog/what-is-aeo-for-dev-tools/index.html |  18 +-
 .../index.html                                |  18 +-
 docs/blog/what-is-an-mcp-server/index.html    |  18 +-
 docs/blog/what-is-chatgpt-dots/index.html     |  18 +-
 docs/blog/what-is-claude-cowork/index.html    |  18 +-
 docs/blog/what-is-codex/index.html            |  18 +-
 docs/blog/what-is-gemini-spark/index.html     |  18 +-
 .../what-is-harness-engineering/index.html    |  18 +-
 docs/blog/what-is-hermes-agent/index.html     |  18 +-
 docs/blog/what-is-opencode/index.html         |  18 +-
 docs/blog/what-is-pi-agent/index.html         |  18 +-
 docs/blog/what-is-vibe-coding/index.html      |  18 +-
 .../index.html                                |  18 +-
 .../why-cli-agents-are-powerful/index.html    |  18 +-
 docs/llms.txt                                 |   3 +-
 docs/sitemap.xml                              |   6 +
 72 files changed, 1619 insertions(+), 363 deletions(-)
 create mode 100644 blog/src/assets/media/reflection-beam/balloons.png
 create mode 100644 blog/src/assets/media/reflection-beam/hero.png
 create mode 100644 blog/src/assets/media/reflection-beam/kettles.png
 create mode 100644 blog/src/assets/media/reflection-beam/lamps.png
 create mode 100644 blog/src/assets/media/reflection-beam/motion.css
 create mode 100644 blog/src/assets/media/reflection-beam/motion.js
 create mode 100644 blog/src/assets/media/reflection-beam/parcel.png
 create mode 100644 blog/src/posts/reflection-beam.md
 create mode 100644 docs/blog/assets/media/reflection-beam/balloons.png
 create mode 100644 docs/blog/assets/media/reflection-beam/hero.png
 create mode 100644 docs/blog/assets/media/reflection-beam/kettles.png
 create mode 100644 docs/blog/assets/media/reflection-beam/lamps.png
 create mode 100644 docs/blog/assets/media/reflection-beam/motion.css
 create mode 100644 docs/blog/assets/media/reflection-beam/motion.js
 create mode 100644 docs/blog/assets/media/reflection-beam/parcel.png
 create mode 100644 docs/blog/reflection-beam/index.html

diff --git a/blog/src/_data/media.json b/blog/src/_data/media.json
index ee33e11e0..b640e5040 100644
--- a/blog/src/_data/media.json
+++ b/blog/src/_data/media.json
@@ -4474,5 +4474,16 @@
       "status": "ready"
     },
     "inline": {}
+  },
+  "reflection-beam": {
+    "title": "Reflection AI Beam: the 501B open weight model, explained",
+    "category": "concepts",
+    "hero": {
+      "file": "assets/media/reflection-beam/hero.png",
+      "alt": "Title card on white. The words Reflection AI Beam above a wall of small round lamps, with one patch of 23 lamps lit yellow",
+      "prompt": "Still of the hero scene in assets/media/reflection-beam/motion.js.",
+      "status": "ready"
+    },
+    "inline": {}
   }
 }
diff --git a/blog/src/assets/media/reflection-beam/balloons.png b/blog/src/assets/media/reflection-beam/balloons.png
new file mode 100644
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diff --git a/blog/src/assets/media/reflection-beam/motion.css b/blog/src/assets/media/reflection-beam/motion.css
new file mode 100644
index 000000000..befcdf3d1
--- /dev/null
+++ b/blog/src/assets/media/reflection-beam/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Reflection AI Beam". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/blog/src/assets/media/reflection-beam/motion.js b/blog/src/assets/media/reflection-beam/motion.js
new file mode 100644
index 000000000..007b585ab
--- /dev/null
+++ b/blog/src/assets/media/reflection-beam/motion.js
@@ -0,0 +1,281 @@
+/* Bright coded scenes for "Reflection AI Beam". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const strip = (svg, y, w = 680) => {
+    el("rect", { x: (800 - w) / 2, y, width: w, height: 48, rx: 24, fill: SOFT }, svg);
+    return txt(svg, 400, y + 31, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+  };
+
+  const GREY = "#D9D0E4";
+  /* a wall of small lamps, and the n lamps nearest a point (with a little jitter so the patch looks organic) */
+  const wall = (svg, cols, n, x0, y0, px, py, r) => Array.from({ length: n }, (_, i) => {
+    const x = x0 + (i % cols) * px, y = y0 + Math.floor(i / cols) * py;
+    return { n: el("circle", { cx: x, cy: y, r, fill: SOFT, stroke: GREY, "stroke-width": 1.5 }, svg), x, y };
+  });
+  const patch = (lamps, x, y, n, salt) => lamps.map((l, i) => ({ l, d: Math.hypot(l.x - x, l.y - y) + (((i * 7919 + salt * 104729) % 97) / 97) * 9 })).sort((a, b) => a.d - b.d).slice(0, n).map((o) => o.l);
+
+  const SC = {};
+
+  /* ---- 1. a sealed parcel slides in: announced, with a tag and a sign up slip, but not open ---- */
+  SC.parcel = {
+    dur: 9, still: 6.5,
+    build(svg, api) {
+      txt(svg, 44, 62, "Announced on 5 October 2026", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "tap the parcel", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const slip = el("g", {}, svg);
+      el("rect", { width: 236, height: 100, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, slip);
+      txt(slip, 118, 34, "early access sign up", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 16, y: 50, width: 204, height: 36, rx: 10, fill: SOFT }, slip);
+      txt(slip, 30, 75, "email address", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      el("rect", { x: 40, y: 440, width: 728, height: 20, rx: 10, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const par = el("g", {}, svg);
+      el("rect", { x: -158, y: -258, width: 340, height: 256, rx: 22, fill: LIL }, par);
+      el("rect", { x: -170, y: -270, width: 340, height: 270, rx: 22, fill: YEL, stroke: INK, "stroke-width": 3 }, par);
+      el("path", { d: "M-170 -214 H170", stroke: INK, "stroke-width": 3 }, par);
+      el("rect", { x: -30, y: -242, width: 60, height: 56, rx: 8, fill: SKY, stroke: INK, "stroke-width": 3 }, par);
+      txt(par, -144, -118, "Beam", { "font-size": 56, "font-weight": 700 });
+      const lock = el("g", { transform: "translate(104 -128)" }, par);
+      const shackle = el("path", { d: "M-15 -8 V-24 Q-15 -42 0 -42 Q15 -42 15 -24 V-8", stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, lock);
+      el("rect", { x: -26, y: -10, width: 52, height: 42, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, lock);
+      el("circle", { cx: 0, cy: 8, r: 5, fill: INK }, lock); el("path", { d: "M0 10 V20", stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, lock);
+      let sx = -146;
+      const stamps = [["open weight", -3], ["text-only", 2.5]].map(([s, rot]) => {
+        const g = el("g", {}, par), r = el("rect", { y: -20, height: 40, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, g), t = txt(g, 0, 7, s, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+        const w = t.getComputedTextLength() + 30; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+        const o = { g, x: sx + w / 2, rot }; sx += w + 12; return o;
+      });
+      const tag = el("g", {}, svg);
+      el("path", { d: "M0 0 Q12 46 48 60", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round" }, tag);
+      const tr = el("rect", { x: 30, y: 16, height: 88, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, tag);
+      el("circle", { cx: 48, cy: 60, r: 6, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, tag);
+      txt(tag, 66, 52, "Reflection says", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const tq = txt(tag, 66, 84, "“later this month”", { "font-size": 22, "font-weight": 700 });
+      tr.setAttribute("width", Math.max(tq.getComputedTextLength(), 150) + 54);
+      const hit = el("rect", { x: -176, y: -276, width: 352, height: 282, rx: 26, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, par);
+      const cap = strip(svg, 506, 600);
+      let poked = -99;
+      button(par, "The parcel is sealed. You cannot download it yet.", () => { poked = api.now(); api.poke(); });
+      return (t, now) => {
+        const w = now - poked, shake = w >= 0 && w < 0.9 ? Math.sin(w * 30) * 4 * (1 - w / 0.9) : 0;
+        const slide = ob(seg(t, 0.3, 1.2)), sq = Math.sin(seg(t, 0.95, 1.3) * Math.PI) * 0.04;
+        par.setAttribute("transform", `translate(${-200 + 520 * slide} 440) rotate(${shake}) scale(${1 - sq} ${1 + sq})`);
+        stamps.forEach((s, i) => { const k = seg(t, 1.7 + i * 0.6, 2.0 + i * 0.6); s.g.setAttribute("opacity", k <= 0 ? 0 : 1); tf(s.g, s.x, -52, 2.2 - 1.2 * ob(k), s.rot); });
+        const lk = ob(seg(t, 3.0, 3.4));
+        shackle.setAttribute("transform", `translate(0 ${-13 * (1 - lk) + (shake ? Math.abs(shake) * -1.2 : 0)})`);
+        const tt = t - 3.7;
+        tag.setAttribute("opacity", tt < 0 ? 0 : seg(tt, 0, 0.15));
+        tag.setAttribute("transform", `translate(490 178) rotate(${(tt < 0 ? -26 : -26 * Math.exp(-2.4 * tt) * Math.cos(7 * tt)) + Math.sin(now * 1.5) * 1.2 + shake * 1.5})`);
+        tf(slip, 256 + 264 * ob(seg(t, 4.7, 5.3)), 340);
+        slip.setAttribute("opacity", t < 4.7 ? 0 : 1);
+        cap.textContent = w >= 0 && w < 3 ? "You cannot download it yet." : "As of 6 Oct 2026 there are no weights to download";
+      };
+    },
+  };
+
+  /* ---- 2. a wall of 501 lamps; a different patch of 23 lights for each token ---- */
+  SC.lamps = {
+    dur: 12.4, still: 10.8,
+    build(svg) {
+      txt(svg, 44, 62, "501 billion total, 23 billion active", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "Reflection says", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X0 = 66.5, Y0 = 104, PX = 23, PY = 19;
+      const L = wall(svg, 30, 501, X0, Y0, PX, PY, 7);
+      const words = ["the", "parameters", "activated", "per", "token"], S = (i) => 0.8 + i * 2.2;
+      const seeds = [[5, 4], [22, 11], [11, 13], [25, 3], [15, 7]].map(([c, r]) => [X0 + c * PX, Y0 + r * PY]);
+      const cls = seeds.map(([x, y], i) => patch(L, x, y, 23, i + 1));
+      const all = [...new Set(cls.flat())];
+      const chips = words.map((s) => {
+        const g = el("g", {}, svg), r = el("rect", { y: -23, height: 46, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, g), t = txt(g, 0, 7, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 20, "font-weight": 700 });
+        const w = t.getComputedTextLength() + 34; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+        return { g, r, w };
+      });
+      let x = 400 - (chips.reduce((a, c) => a + c.w, 0) + 14 * 4) / 2;
+      chips.forEach((c) => { c.x = x + c.w / 2; x += c.w + 14; });
+      const key = (cx, fill, stroke, s) => { const c = el("circle", { cy: 533, r: 9, fill, stroke, "stroke-width": 2 }, svg), t = txt(svg, 0, 540, s, { "font-size": 20, "font-weight": 500 }); return { c, t, w: 28 + t.getComputedTextLength() }; };
+      const k1 = key(0, SOFT, GREY, "501 lamps, 1 billion parameters each"), k2 = key(0, YEL, INK, "23 active per token");
+      let kx = 400 - (k1.w + k2.w + 40) / 2;
+      [k1, k2].forEach((k) => { k.c.setAttribute("cx", kx + 9); k.t.setAttribute("x", kx + 28); kx += k.w + 40; });
+      const dot = el("circle", { r: 8, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      return (t) => {
+        const end = seg(t, 11.7, 12.1), lit = new Map();
+        cls.forEach((c, i) => c.forEach((l, j) => {
+          const a = S(i) + 0.5 + (j / 23) * 0.3, k = ob(seg(t, a, a + 0.3)) * (1 - (i < 4 ? seg(t, S(i + 1) + 0.35, S(i + 1) + 0.7) : end));
+          if (k > (lit.get(l) || 0)) lit.set(l, k);
+        }));
+        all.forEach((l) => { const k = lit.get(l) || 0, on = k > 0.3; l.n.setAttribute("r", 7 + 2 * k); l.n.setAttribute("fill", on ? YEL : SOFT); l.n.setAttribute("stroke", on ? INK : GREY); l.n.setAttribute("stroke-width", on ? 2 : 1.5); });
+        let cur = -1; words.forEach((_, i) => { if (t >= S(i)) cur = i; });
+        chips.forEach((c, i) => { const k = seg(t, S(i), S(i) + 0.35); tf(c.g, c.x, 462, 0.6 + 0.4 * ob(k)); c.g.setAttribute("opacity", k <= 0 ? 0 : 1 - end); c.r.setAttribute("fill", i === cur ? YEL : "#fff"); });
+        const m = cur < 0 ? 0 : seg(t, S(cur) + 0.1, S(cur) + 0.55);
+        if (cur >= 0 && m > 0 && m < 1) { const e = io(m), [sx, sy] = seeds[cur]; dot.setAttribute("cx", chips[cur].x + (sx - chips[cur].x) * e); dot.setAttribute("cy", 436 + (sy - 436) * e); dot.setAttribute("opacity", 1); } else dot.setAttribute("opacity", 0);
+      };
+    },
+  };
+
+  /* ---- 3. four balloons, one benchmark at a time ---- */
+  SC.balloons = {
+    dur: 15.6, still: 1.8,
+    build(svg, api) {
+      const M = [["Beam", YEL], ["GLM 5.2", BLUE], ["Qwen 3.8 Max", LIL], ["Kimi K3", SKY]];
+      const B = [["SWE Bench Pro v1", ["65.5", "62.1", "67.7", null]], ["Terminal Bench v2.1", ["80.1", "81.0", "86.6", "88.3"]], ["DeepSWE v1.1", ["44.4", "44.0", "51.0", "68.0"]], ["MCP Atlas", ["78.7", "77.8", "84.5", "82.3"]], ["HLE no tools", ["36.2", "40.5", "43.6", "46.9"]], ["GPQA Diamond", ["90.5", "91.2", "92.6", "93.5"]]];
+      const X = [160, 320, 480, 640], G = 450, P = 2.6;
+      const at = (b, i) => { const v = B[b][1][i]; return v == null ? { y: G - 62, nr: 1 } : { y: G - parseFloat(v) * 2.6, nr: 0 }; };
+      const lead = B.map(([, v]) => v.reduce((m, s, i) => (s != null && (m < 0 || parseFloat(s) > parseFloat(v[m])) ? i : m), -1));
+      txt(svg, 44, 62, "Reflection's own figures", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 44, 98, "Our selection of six rows. We did not run them. NR means not reported.", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      el("path", { d: `M70 ${G} H730`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const bal = M.map(([name, col], i) => {
+        const str = el("path", { stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round" }, svg);
+        el("circle", { cx: X[i], cy: G, r: 6, fill: INK }, svg);
+        txt(svg, X[i], G + 36, name, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+        const g = el("g", {}, svg);
+        const kn = el("path", { d: "M-7 55 L0 44 L7 55 Z", fill: col, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, g);
+        const e = el("ellipse", { rx: 42, ry: 46, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        const v = txt(g, 0, 8, "", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+        return { str, g, e, v, col, kn };
+      });
+      const flag = el("g", {}, svg);
+      el("rect", { x: -46, y: -16, width: 92, height: 32, rx: 16, fill: MINT, stroke: INK, "stroke-width": 2.5 }, flag);
+      txt(flag, 0, 7, "ahead", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 214, y: 516, width: 372, height: 48, rx: 24, fill: SOFT }, svg);
+      const name = txt(svg, 400, 548, "", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      let user = null, shown = 0;
+      const step = (d) => { user = { from: shown, to: (shown + d + 6) % 6, t0: api.now() }; api.poke(); };
+      [[-1, 180, "Previous benchmark", "M5 -9 L-5 0 L5 9"], [1, 620, "Next benchmark", "M-5 -9 L5 0 L-5 9"]].forEach(([d, x, label, arrow]) => {
+        const g = el("g", { transform: `translate(${x} 540)` }, svg);
+        el("circle", { r: 30, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, g);
+        el("circle", { r: 24, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        el("path", { d: arrow, stroke: INK, "stroke-width": 3.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        button(g, label, () => step(d));
+        g.addEventListener("keydown", (e) => { const s = e.key === "ArrowRight" || e.key === "ArrowUp" ? 1 : e.key === "ArrowLeft" || e.key === "ArrowDown" ? -1 : 0; if (s) { e.preventDefault(); step(s); } });
+      });
+      return (t, now) => {
+        let idx, prev, u;
+        if (user) { idx = user.to; prev = user.from; u = cl((now - user.t0) / P); }
+        else { idx = Math.floor(t / P) % 6; prev = (idx + 5) % 6; u = (t % P) / P; }
+        shown = idx; name.textContent = B[idx][0];
+        const k = ob(seg(u, 0, 0.3)), pos = [];
+        bal.forEach((b, i) => {
+          const a = at(prev, i), c = at(idx, i), y = a.y + (c.y - a.y) * k, s = 1 - 0.22 * cl(a.nr + (c.nr - a.nr) * k), x = X[i] + Math.sin(now * 1.3 + i * 1.7) * 5;
+          tf(b.g, x, y, s); pos.push([x, y - 46 * s]);
+          b.str.setAttribute("d", `M${X[i]} ${G} Q${X[i]} ${(y + G) / 2 + 20} ${x} ${y + 55 * s}`);
+          b.v.textContent = B[idx][1][i] == null ? "NR" : B[idx][1][i];
+          b.e.setAttribute("fill", c.nr ? "#fff" : b.col); b.kn.setAttribute("fill", c.nr ? "#fff" : b.col); b.e.setAttribute("stroke-dasharray", c.nr ? "7 7" : "none");
+        });
+        const f = ob(seg(u, 0.3, 0.48)), [fx, fy] = pos[lead[idx]];
+        tf(flag, fx, fy - 26, f); flag.setAttribute("opacity", f <= 0 ? 0 : 1);
+      };
+    },
+  };
+
+  /* ---- 4. two kettles reach the boil; one counts far fewer blocks of compute ---- */
+  SC.kettles = {
+    dur: 12, still: 9.6,
+    build(svg) {
+      txt(svg, 44, 62, "Reflection's claim", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 44, 98, "On advanced reasoning benchmarks, against the larger GLM 5.2", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const BOIL = 7;
+      const mk = (x, name, col, times, maybe) => {
+        const steam = [0, 1, 2].map(() => el("circle", { fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg));
+        const flames = [-34, 0, 34].map((dx) => el("path", { d: "M0 0 Q-11 -10 0 -24 Q11 -10 0 0 Z", fill: SKY, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round", transform: `translate(${x + dx} 290)` }, svg));
+        el("rect", { x: x - 84, y: 290, width: 168, height: 34, rx: 12, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        const k = el("g", {}, svg);
+        el("path", { d: "M-34 -70 Q0 -126 34 -70", stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, k);
+        el("path", { d: "M46 -44 L80 -70 L90 -58 L56 -18 Z", fill: col, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, k);
+        el("path", { d: "M-50 0 Q-62 -70 0 -76 Q62 -70 50 0 Z", fill: col, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, k);
+        const lid = el("g", {}, k); el("path", { d: "M-26 -74 Q0 -88 26 -74", stroke: INK, "stroke-width": 3, fill: "#fff", "stroke-linejoin": "round" }, lid); el("circle", { cy: -88, r: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, lid);
+        txt(svg, x, 350, "inference compute", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+        const slots = Array.from({ length: 12 }, (_, i) => {
+          const bx = x - 92 + (i % 4) * 48 + 20, by = 362 + Math.floor(i / 4) * 32 + 12;
+          el("rect", { x: bx - 20, y: by - 12, width: 40, height: 24, rx: 7, fill: "#fff", stroke: GREY, "stroke-width": 2, "stroke-dasharray": "4 4" }, svg);
+          const f = el("rect", { x: -20, y: -12, width: 40, height: 24, rx: 7, fill: col, stroke: INK, "stroke-width": 2.5 }, svg);
+          if (i === maybe) { f.setAttribute("stroke-dasharray", "5 4"); f.setAttribute("fill-opacity", 0.45); }
+          return { f, bx, by };
+        });
+        txt(svg, x, 492, name, { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+        return (t) => {
+          const heat = seg(t, 0.8, 1.2) * (1 - seg(t, 11.4, 11.9)), boil = seg(t, BOIL, BOIL + 0.4) * (1 - seg(t, 11.4, 11.9));
+          k.setAttribute("transform", `translate(${x} 266) rotate(${Math.sin(t * 22 + x) * 1.2 * seg(t, 3, BOIL) * (1 - boil)})`);
+          lid.setAttribute("transform", `translate(0 ${-5 * boil * Math.abs(Math.sin(t * 9 + x))})`);
+          flames.forEach((f, i) => f.setAttribute("transform", `translate(${x + (i - 1) * 34} 290) scale(${heat * (0.8 + 0.25 * Math.sin(t * 13 + i * 2 + x))})`));
+          steam.forEach((s, j) => { const p = (t * 0.55 + j / 3) % 1; s.setAttribute("cx", x + 88 + Math.sin(p * 5 + j) * 9 + 14 * p); s.setAttribute("cy", 196 - 62 * p); s.setAttribute("r", 7 + 9 * p); s.setAttribute("opacity", boil * Math.sin(p * Math.PI)); });
+          slots.forEach((s, i) => { const a = times[i], q = a == null ? 0 : seg(t, a, a + 0.3) * (1 - seg(t, 11.4, 11.9)); tf(s.f, s.bx, s.by, ob(q)); s.f.setAttribute("opacity", q <= 0 ? 0 : 1); });
+        };
+      };
+      const a = mk(180, "GLM 5.2", BLUE, Array.from({ length: 12 }, (_, i) => 1 + i * 0.5), -1);
+      const b = mk(620, "Beam", YEL, [1, 3, 5, 6.5], 3);
+      const pill = el("g", {}, svg), pr = el("rect", { y: -22, height: 44, rx: 22, fill: MINT, stroke: INK, "stroke-width": 3 }, pill), pt = txt(pill, 0, 7, "scores comparably", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const pw = pt.getComputedTextLength() + 36; pr.setAttribute("x", -pw / 2); pr.setAttribute("width", pw);
+      const l1 = txt(svg, 400, 540, "Reflection says: 3 to 4 times less inference compute", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      const l2 = txt(svg, 400, 572, "“an approximate compute comparison rather than measured inference cost”", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+      return (t) => {
+        a(t); b(t);
+        const out = 1 - seg(t, 11.4, 11.9), p = ob(seg(t, 7.3, 7.7)) * out;
+        tf(pill, 400, 240, p); pill.setAttribute("opacity", p <= 0 ? 0 : 1);
+        const k1 = oc(seg(t, 8, 8.5)) * out, k2 = oc(seg(t, 8.4, 8.9)) * out;
+        l1.setAttribute("opacity", k1); l1.setAttribute("transform", `translate(0 ${12 * (1 - k1)})`);
+        l2.setAttribute("opacity", k2);
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 1, still: 0,
+    build(svg) {
+      txt(svg, 64, 150, "Reflection AI Beam", { "font-size": 76, "font-weight": 700 });
+      el("path", { d: "M66 178 H700", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 236, "The 501B open weight model, explained", { "font-size": 25, "font-weight": 500, fill: MUTE });
+      const L = wall(svg, 38, 304, 73, 300, 22, 22, 8);
+      patch(L, 73 + 27 * 22, 300 + 3.5 * 22, 23, 3).forEach((l) => { l.n.setAttribute("fill", YEL); l.n.setAttribute("stroke", INK); l.n.setAttribute("stroke-width", 2.5); l.n.setAttribute("r", 9.5); });
+      return () => {};
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
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diff --git a/blog/src/posts/reflection-beam.md b/blog/src/posts/reflection-beam.md
new file mode 100644
index 000000000..0f56ff0b5
--- /dev/null
+++ b/blog/src/posts/reflection-beam.md
@@ -0,0 +1,111 @@
+---
+title: "Reflection AI Beam: the 501B open weight model, explained"
+description: "Reflection AI Beam is a 501B parameter open weight model. Size, Reflection's own scores, licence and when you can get it, checked 6 Oct 2026."
+date: 2026-10-06
+category: concepts
+categoryLabel: Concepts
+type: Non-technical
+primaryKeyword: "reflection ai beam"
+secondaryKeywords: ["reflection ai", "reflection beam model", "beam open weight model", "reflection beam benchmarks", "can you download reflection beam", "reflection beam vs qwen"]
+tags: ["Concepts", "Open Source", "AI Agents"]
+faq:
+  - q: "Is Reflection Beam open source?"
+    a: "Not yet, and the word Reflection uses is open weight. Its launch post of 5 October 2026 says it will release the weights under an Apache 2.0 license this month, with documentation and the stack for running, evaluating and fine-tuning the model. When we checked on 6 Oct 2026 there was only an early access sign up."
+  - q: "Who makes the Beam model?"
+    a: "Reflection AI. Its website says it builds open models for everyone to access, use and build on. TechCrunch reported on 5 October 2026 that the company was founded in 2024 by two former Google DeepMind researchers and is based in Brooklyn."
+  - q: "Is Reflection Beam better than Qwen 3.8 Max?"
+    a: "Not on the numbers Reflection published. Its launch post says Beam is approaching Qwen 3.8 Max on coding and agentic tasks, and its table shows Qwen 3.8 Max ahead on SWE Bench Pro v1 (67.7 against 65.5) and Terminal Bench v2.1 (86.6 against 80.1). Reflection's argument is that Beam needs less compute per token."
+  - q: "Can Reflection Beam read images?"
+    a: "No. Reflection's launch post says Beam is text-only, and that it can work with information from other modalities when that information is represented as text."
+  - q: "How long is Beam's context window?"
+    a: "Reflection says a training stage it calls midtraining extends Beam's effective context length to 1M tokens. The reinforcement learning run it describes used a maximum context length of 256K tokens. The model card, which should state the supported limit, is not out as of 6 Oct 2026."
+---
+
+Reflection AI Beam is a 501 billion parameter open weight AI model for coding, reasoning and agent work, announced on 5 October 2026. You cannot download it yet. Our view: promising on efficiency, unproven until the weights ship, and behind Qwen 3.8 Max on every row in Reflection's own tables where both have a score. Checked 6 Oct 2026.
+
+Open models can drive coding agents, which is why we care. [Munder Difflin](https://harnessmd.com/download) is free and open source: a desktop app that runs a team of coding agents such as Claude Code, Codex and Gemini CLI on your own computer. We have not tried Beam with it, because there are no weights to try. Our guide to [running Munder Difflin on open models](/blog/run-munder-difflin-on-open-models/) covers the models you can use now, the [install guide](/blog/how-to-install-and-use-munder-difflin/) covers setup, and the [Concepts hub](/blog/topics/concepts/) explains the terms.
+
+## What is Reflection AI Beam?
+
+Beam is Reflection AI's first open weight model, by the company's own description. Its [launch post](https://reflection.ai/blog/introducing-beam) calls Beam a sparse Mixture-of-Experts model with 501 billion total parameters, 23 billion active, built for coding, reasoning and agentic workloads. The post also says Beam is text-only.
+
+Reflection's [website](https://reflection.ai/) says it builds open models for everyone to access, use and build on. [TechCrunch](https://techcrunch.com/2026/10/05/reflection-debuts-beam-a-open-weight-ai-model-to-rival-chinese-models-at-lower-compute-cost) reported on 5 October 2026 that the company was founded in 2024 by two former Google DeepMind researchers.
+
+The [Hacker News thread](https://news.ycombinator.com/item?id=49969183) had more than 400 points and 130 comments when we checked on 6 Oct 2026.
+
+<figure class="mg" data-scene="parcel"><img src="/blog/assets/media/reflection-beam/parcel.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A sealed yellow parcel labelled Beam lands on a shelf and is stamped open weight and text only. A padlock clicks shut, a tag reading later this month swings in, and an early access sign up slip slides out beside it."><figcaption>Announced on 5 October 2026 and still sealed. As of 6 Oct 2026 there are no weights to download.</figcaption></figure>
+
+## Can you download Reflection Beam today?
+
+No. As of 6 Oct 2026 there are no weights to download. The [launch post](https://reflection.ai/blog/introducing-beam) says Beam is undergoing final red-teaming and evaluations, and that Reflection will release the weights, technical report, model card and developer artifacts "later this month".
+
+What exists today is a sign up. The post says an early version is available to a select group of users, and its waitlist link goes to [platform.reflection.ai](https://platform.reflection.ai/). When we opened that page on 6 Oct 2026 it was a sign in screen that reads "Build on the Reflection API Platform" and asks for an email address.
+
+On the licence, the post says the weights will come under an Apache 2.0 license, with documentation and the full stack for running, evaluating and fine-tuning the model.
+
+## How big is Beam, and what does "501 billion total, 23 billion active" mean?
+
+Reflection says Beam holds 501 billion parameters in total, with 23 billion active. In its compute estimate, the [launch post](https://reflection.ai/blog/introducing-beam) says that for mixture-of-experts models it counts "the parameters activated per token rather than the total model size".
+
+In plain words: the total sets the size of the model, and the active count sets how much work each token costs.
+
+The post gives these training figures:
+
+* **Pretraining data.** 23.8 trillion tokens.
+* **Pretraining hardware.** Under four weeks on 6,144 NVIDIA GB300 NVL72 GPUs.
+* **Reinforcement learning.** More than 100 million rollouts on 10.5K NVIDIA GB300 GPUs over four weeks.
+* **Depth.** 52 layers.
+
+<figure class="mg" data-scene="lamps"><img src="/blog/assets/media/reflection-beam/lamps.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A wall of 501 small lamps, each standing for 1 billion parameters. As five tokens arrive one by one, a different patch of 23 lamps lights up for each of them."><figcaption>Reflection says 501 billion parameters in total, with 23 billion active. Which lamps light is illustrative.</figcaption></figure>
+
+## How does Beam score on benchmarks?
+
+On Reflection's own figures, Beam is close to GLM 5.2 and behind Qwen 3.8 Max and Kimi K3. The six rows below are our selection from the 21 rows in the four tables in Reflection's [launch post](https://reflection.ai/blog/introducing-beam). We did not run them. NR means not reported.
+
+| Benchmark (as named by Reflection) | Beam | GLM 5.2 | Qwen 3.8 Max | Kimi K3 |
+| --- | --- | --- | --- | --- |
+| SWE Bench Pro v1 | 65.5 | 62.1 | 67.7 | NR |
+| Terminal Bench v2.1 | 80.1 | 81.0 | 86.6 | 88.3 |
+| DeepSWE v1.1 | 44.4 | 44.0 | 51.0 | 68.0 |
+| MCP Atlas | 78.7 | 77.8 | 84.5 | 82.3 |
+| HLE no tools | 36.2 | 40.5 | 43.6 | 46.9 |
+| GPQA Diamond | 90.5 | 91.2 | 92.6 | 93.5 |
+
+On these six rows Beam is ahead of GLM 5.2 on three and behind on three. Across all 13 rows where Reflection reports both, Beam is ahead on eight. Qwen 3.8 Max is ahead of Beam on all six. Kimi K3 is ahead on all five rows where it has a score. Reflection also lists DeepSeek V4.1 Flash at 90.6 on Terminal Bench v2.1.
+
+Reflection says as much. The post calls Beam "competitive with larger open models like GLM 5.2 and approaching Qwen 3.8-Max", and adds that frontier open models like Kimi K3 "remain ahead on raw capability". TechCrunch noted on 5 October 2026 that the performance claims haven't been independently verified.
+
+<figure class="mg" data-scene="balloons"><img src="/blog/assets/media/reflection-beam/balloons.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Four balloons for Beam, GLM 5.2, Qwen 3.8 Max and Kimi K3 float at heights set by their scores on one benchmark at a time, with a tag on the one that is ahead. Arrow buttons step through the six benchmarks."><figcaption>Reflection's own figures, six rows we selected from its tables. We did not run them. Use the arrows to change benchmark.</figcaption></figure>
+
+## What makes Beam efficient?
+
+Reflection's claim is that Beam scores comparably to the larger GLM 5.2 on reasoning while spending less compute. The [launch post](https://reflection.ai/blog/introducing-beam) says that on advanced reasoning benchmarks Beam scores comparably to GLM-5.2 while using 3 to 4 times less inference compute.
+
+By Reflection's method, part of that is the small active count. Part is training: Reflection says it used a length penalty that rewards successful solutions while discouraging unnecessary tokens. It also says users can set a reasoning effort parameter, where lower settings favour shorter responses.
+
+Reflection estimates compute from active parameters and generated tokens, and says the result is "an approximate compute comparison rather than measured inference cost". Our view: treat 3 to 4 times as a claim to test, not a bill you can plan on.
+
+<figure class="mg" data-scene="kettles"><img src="/blog/assets/media/reflection-beam/kettles.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Two kettles, GLM 5.2 and Beam, both come to the boil and a tag says scores comparably. The GLM 5.2 kettle fills twelve blocks of inference compute while the Beam kettle fills three, with a fourth drawn dashed."><figcaption>Reflection says Beam uses 3 to 4 times less inference compute than GLM 5.2 on advanced reasoning benchmarks. It calls this an approximate comparison.</figcaption></figure>
+
+## What hardware do you need to run Beam?
+
+Reflection has not said. The [launch post](https://reflection.ai/blog/introducing-beam) lists the GPUs used to train Beam, and gives no memory figure, GPU count or quantised size for running it.
+
+Our view: do not read "23 billion active" as "fits on a laptop". The download will still hold all 501 billion parameters. If you want a local coding model this week, [is Ollama good for coding?](/blog/is-ollama-good-for-coding/) covers what runs on normal hardware.
+
+## What does Beam mean if you run coding agents?
+
+It means one more open model that may plug into the tools you already use, but not yet. Reflection's [launch post](https://reflection.ai/blog/introducing-beam) says Beam will launch with distribution partners and integration with a broad range of open source libraries and harnesses. It also describes a demo where the team plugged Beam into OpenCode.
+
+The post does not name the partners, so nobody can say yet which agents Beam will work in. For what works now, see our [best AI coding agents](/blog/best-ai-coding-agents/) roundup.
+
+## What should you do now?
+
+Sign up for early access if you want to try it, and otherwise wait for the weights.
+
+1. Join the waitlist at [platform.reflection.ai](https://platform.reflection.ai/).
+2. Hold any purchase or migration until the model card and technical report are out.
+3. When weights land, test Beam on your own repo before trusting any table.
+4. Until then, [connect Ollama to Claude Code](/blog/how-to-connect-ollama-to-claude-code/) if you want an open model driving an agent today.
+
+<link rel="stylesheet" href="/blog/assets/media/reflection-beam/motion.css"><script defer src="/blog/assets/media/reflection-beam/motion.js"></script>
diff --git a/blog/src/posts/run-munder-difflin-on-open-models.md b/blog/src/posts/run-munder-difflin-on-open-models.md
index bb565f0e3..820dd66c5 100644
--- a/blog/src/posts/run-munder-difflin-on-open-models.md
+++ b/blog/src/posts/run-munder-difflin-on-open-models.md
@@ -77,7 +77,7 @@ expose it, often `:8000/v1`.
 
 Pull a model, tell the engine where it lives, and pick it for an agent.
 
-Want a local model behind Claude Code itself? That route is covered in [how to connect Ollama to Claude Code](/blog/how-to-connect-ollama-to-claude-code/).
+Want a local model behind Claude Code itself? That route is covered in [how to connect Ollama to Claude Code](/blog/how-to-connect-ollama-to-claude-code/). A newer open weight model to watch is [Reflection AI's Beam](/blog/reflection-beam/); its weights were not out when we checked on 6 Oct 2026.
 
 **1. Pull a model.** With [Ollama](https://ollama.com) installed, grab one sized to your memory:
 
diff --git a/docs/blog/agents-rule-of-two/index.html b/docs/blog/agents-rule-of-two/index.html
index 154b924c7..c634d7438 100644
--- a/docs/blog/agents-rule-of-two/index.html
+++ b/docs/blog/agents-rule-of-two/index.html
@@ -347,34 +347,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/ai-agent-glossary/index.html b/docs/blog/ai-agent-glossary/index.html
index 82345aac5..8918740bc 100644
--- a/docs/blog/ai-agent-glossary/index.html
+++ b/docs/blog/ai-agent-glossary/index.html
@@ -319,34 +319,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/asd-ste100-prompting/index.html b/docs/blog/asd-ste100-prompting/index.html
index b3929f369..3e52d483f 100644
--- a/docs/blog/asd-ste100-prompting/index.html
+++ b/docs/blog/asd-ste100-prompting/index.html
@@ -359,7 +359,7 @@ <h2 id="faq">FAQ</h2>
 
   <footer class="post-foot wrap"><div class="prevnext">
       <a class="pn prev" href="/blog/claude-code-alternatives/"><span class="k">← Older</span><span class="t">Claude Code Alternatives: 7 Coding Agents to Switch To</span></a>
-      <a class="pn next" href="/blog/openai-text-watermarking/"><span class="k">Newer →</span><span class="t">OpenAI text watermarking: textGrain, who gets it, limits</span></a>
+      <a class="pn next" href="/blog/reflection-beam/"><span class="k">Newer →</span><span class="t">Reflection AI Beam: the 501B open weight model, explained</span></a>
     </div>
     <section class="related">
       <h2>Related in Guides</h2>
diff --git a/docs/blog/assets/media/reflection-beam/balloons.png b/docs/blog/assets/media/reflection-beam/balloons.png
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diff --git a/docs/blog/assets/media/reflection-beam/motion.css b/docs/blog/assets/media/reflection-beam/motion.css
new file mode 100644
index 000000000..befcdf3d1
--- /dev/null
+++ b/docs/blog/assets/media/reflection-beam/motion.css
@@ -0,0 +1,13 @@
+/* Bright coded scenes for "Reflection AI Beam". Pairs with motion.js. */
+.prose figure.mg { margin: 42px 0; }
+.prose figure.mg img, .mg .mg-svg { display: block; width: 100%; height: auto; border: 1px solid #1A1320; border-radius: 18px; background: #fff; }
+.mg figcaption { font: 500 13px/1.5 "Space Grotesk", system-ui, sans-serif; color: #6B5878; padding-top: 10px; text-align: center; }
+.mg .mg-svg { touch-action: manipulation; -webkit-tap-highlight-color: transparent; }
+.mg .mg-svg text { -webkit-user-select: none; user-select: none; pointer-events: none; }
+.mg .mg-hit { cursor: pointer; outline: none; }
+.mg [role="slider"] { cursor: grab; touch-action: none; }
+.mg .mg-ring { stroke-opacity: 0; transition: stroke-opacity 0.15s; }
+.mg .mg-hit:focus-visible .mg-ring { stroke-opacity: 1; }
+.mg [role="slider"]:focus-visible circle:nth-child(2) { stroke-width: 5; }
+@media (hover: hover) { .mg .mg-hit:hover .mg-ring { stroke-opacity: 0.5; } }
+@media (prefers-reduced-motion: reduce) { .mg .mg-ring { transition: none; } }
diff --git a/docs/blog/assets/media/reflection-beam/motion.js b/docs/blog/assets/media/reflection-beam/motion.js
new file mode 100644
index 000000000..007b585ab
--- /dev/null
+++ b/docs/blog/assets/media/reflection-beam/motion.js
@@ -0,0 +1,281 @@
+/* Bright coded scenes for "Reflection AI Beam". Vanilla JS, no library.
+   <figure class="mg" data-scene="NAME"> holds a still image; this script swaps in a live SVG.
+   Plays only in view, honours reduced motion, "?mgstill" freezes each scene on its still frame. */
+(() => {
+  const NS = "http://www.w3.org/2000/svg";
+  const INK = "#1A1320", YEL = "#FFCA54", BLUE = "#6C8EF5", LIL = "#B69CFF", MINT = "#7FD8AE", SKY = "#9AD8FF", SOFT = "#F1ECF9", MUTE = "#7A6A88";
+  const SANS = '"Space Grotesk", system-ui, sans-serif', MONO = '"JetBrains Mono", ui-monospace, monospace';
+  const el = (t, a = {}, p) => { const n = document.createElementNS(NS, t); for (const k in a) n.setAttribute(k, a[k]); if (p) p.appendChild(n); return n; };
+  const txt = (p, x, y, s, a = {}) => { const n = el("text", Object.assign({ x, y, "font-family": SANS, "font-size": 24, "font-weight": 600, fill: INK }, a), p); n.textContent = s; return n; };
+  const cl = (v, a = 0, b = 1) => Math.max(a, Math.min(b, v));
+  const seg = (t, a, b) => cl((t - a) / (b - a));
+  const oc = (x) => 1 - Math.pow(1 - x, 3);
+  const ob = (x) => { const c = 1.70158; return 1 + (c + 1) * Math.pow(x - 1, 3) + c * Math.pow(x - 1, 2); };
+  const io = (x) => (x < 0.5 ? 4 * x * x * x : 1 - Math.pow(-2 * x + 2, 3) / 2);
+  const tf = (n, x, y, s = 1, r = 0) => n.setAttribute("transform", `translate(${x} ${y}) rotate(${r}) scale(${s})`);
+  const button = (g, label, fn) => {
+    g.setAttribute("role", "button"); g.setAttribute("tabindex", "0"); g.setAttribute("aria-label", label); g.classList.add("mg-hit");
+    g.addEventListener("click", fn);
+    g.addEventListener("keydown", (e) => { if (e.key === "Enter" || e.key === " ") { e.preventDefault(); fn(); } });
+  };
+  const strip = (svg, y, w = 680) => {
+    el("rect", { x: (800 - w) / 2, y, width: w, height: 48, rx: 24, fill: SOFT }, svg);
+    return txt(svg, 400, y + 31, "", { "text-anchor": "middle", "font-size": 20, "font-weight": 500 });
+  };
+
+  const GREY = "#D9D0E4";
+  /* a wall of small lamps, and the n lamps nearest a point (with a little jitter so the patch looks organic) */
+  const wall = (svg, cols, n, x0, y0, px, py, r) => Array.from({ length: n }, (_, i) => {
+    const x = x0 + (i % cols) * px, y = y0 + Math.floor(i / cols) * py;
+    return { n: el("circle", { cx: x, cy: y, r, fill: SOFT, stroke: GREY, "stroke-width": 1.5 }, svg), x, y };
+  });
+  const patch = (lamps, x, y, n, salt) => lamps.map((l, i) => ({ l, d: Math.hypot(l.x - x, l.y - y) + (((i * 7919 + salt * 104729) % 97) / 97) * 9 })).sort((a, b) => a.d - b.d).slice(0, n).map((o) => o.l);
+
+  const SC = {};
+
+  /* ---- 1. a sealed parcel slides in: announced, with a tag and a sign up slip, but not open ---- */
+  SC.parcel = {
+    dur: 9, still: 6.5,
+    build(svg, api) {
+      txt(svg, 44, 62, "Announced on 5 October 2026", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "tap the parcel", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const slip = el("g", {}, svg);
+      el("rect", { width: 236, height: 100, rx: 12, fill: "#fff", stroke: INK, "stroke-width": 3 }, slip);
+      txt(slip, 118, 34, "early access sign up", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 16, y: 50, width: 204, height: 36, rx: 10, fill: SOFT }, slip);
+      txt(slip, 30, 75, "email address", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      el("rect", { x: 40, y: 440, width: 728, height: 20, rx: 10, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+      const par = el("g", {}, svg);
+      el("rect", { x: -158, y: -258, width: 340, height: 256, rx: 22, fill: LIL }, par);
+      el("rect", { x: -170, y: -270, width: 340, height: 270, rx: 22, fill: YEL, stroke: INK, "stroke-width": 3 }, par);
+      el("path", { d: "M-170 -214 H170", stroke: INK, "stroke-width": 3 }, par);
+      el("rect", { x: -30, y: -242, width: 60, height: 56, rx: 8, fill: SKY, stroke: INK, "stroke-width": 3 }, par);
+      txt(par, -144, -118, "Beam", { "font-size": 56, "font-weight": 700 });
+      const lock = el("g", { transform: "translate(104 -128)" }, par);
+      const shackle = el("path", { d: "M-15 -8 V-24 Q-15 -42 0 -42 Q15 -42 15 -24 V-8", stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, lock);
+      el("rect", { x: -26, y: -10, width: 52, height: 42, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 3 }, lock);
+      el("circle", { cx: 0, cy: 8, r: 5, fill: INK }, lock); el("path", { d: "M0 10 V20", stroke: INK, "stroke-width": 4, "stroke-linecap": "round" }, lock);
+      let sx = -146;
+      const stamps = [["open weight", -3], ["text-only", 2.5]].map(([s, rot]) => {
+        const g = el("g", {}, par), r = el("rect", { y: -20, height: 40, rx: 10, fill: "#fff", stroke: INK, "stroke-width": 2.5 }, g), t = txt(g, 0, 7, s, { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+        const w = t.getComputedTextLength() + 30; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+        const o = { g, x: sx + w / 2, rot }; sx += w + 12; return o;
+      });
+      const tag = el("g", {}, svg);
+      el("path", { d: "M0 0 Q12 46 48 60", stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round" }, tag);
+      const tr = el("rect", { x: 30, y: 16, height: 88, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, tag);
+      el("circle", { cx: 48, cy: 60, r: 6, fill: SOFT, stroke: INK, "stroke-width": 2.5 }, tag);
+      txt(tag, 66, 52, "Reflection says", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const tq = txt(tag, 66, 84, "“later this month”", { "font-size": 22, "font-weight": 700 });
+      tr.setAttribute("width", Math.max(tq.getComputedTextLength(), 150) + 54);
+      const hit = el("rect", { x: -176, y: -276, width: 352, height: 282, rx: 26, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, par);
+      const cap = strip(svg, 506, 600);
+      let poked = -99;
+      button(par, "The parcel is sealed. You cannot download it yet.", () => { poked = api.now(); api.poke(); });
+      return (t, now) => {
+        const w = now - poked, shake = w >= 0 && w < 0.9 ? Math.sin(w * 30) * 4 * (1 - w / 0.9) : 0;
+        const slide = ob(seg(t, 0.3, 1.2)), sq = Math.sin(seg(t, 0.95, 1.3) * Math.PI) * 0.04;
+        par.setAttribute("transform", `translate(${-200 + 520 * slide} 440) rotate(${shake}) scale(${1 - sq} ${1 + sq})`);
+        stamps.forEach((s, i) => { const k = seg(t, 1.7 + i * 0.6, 2.0 + i * 0.6); s.g.setAttribute("opacity", k <= 0 ? 0 : 1); tf(s.g, s.x, -52, 2.2 - 1.2 * ob(k), s.rot); });
+        const lk = ob(seg(t, 3.0, 3.4));
+        shackle.setAttribute("transform", `translate(0 ${-13 * (1 - lk) + (shake ? Math.abs(shake) * -1.2 : 0)})`);
+        const tt = t - 3.7;
+        tag.setAttribute("opacity", tt < 0 ? 0 : seg(tt, 0, 0.15));
+        tag.setAttribute("transform", `translate(490 178) rotate(${(tt < 0 ? -26 : -26 * Math.exp(-2.4 * tt) * Math.cos(7 * tt)) + Math.sin(now * 1.5) * 1.2 + shake * 1.5})`);
+        tf(slip, 256 + 264 * ob(seg(t, 4.7, 5.3)), 340);
+        slip.setAttribute("opacity", t < 4.7 ? 0 : 1);
+        cap.textContent = w >= 0 && w < 3 ? "You cannot download it yet." : "As of 6 Oct 2026 there are no weights to download";
+      };
+    },
+  };
+
+  /* ---- 2. a wall of 501 lamps; a different patch of 23 lights for each token ---- */
+  SC.lamps = {
+    dur: 12.4, still: 10.8,
+    build(svg) {
+      txt(svg, 44, 62, "501 billion total, 23 billion active", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 756, 60, "Reflection says", { "text-anchor": "end", "font-size": 20, fill: MUTE, "font-weight": 500 });
+      const X0 = 66.5, Y0 = 104, PX = 23, PY = 19;
+      const L = wall(svg, 30, 501, X0, Y0, PX, PY, 7);
+      const words = ["the", "parameters", "activated", "per", "token"], S = (i) => 0.8 + i * 2.2;
+      const seeds = [[5, 4], [22, 11], [11, 13], [25, 3], [15, 7]].map(([c, r]) => [X0 + c * PX, Y0 + r * PY]);
+      const cls = seeds.map(([x, y], i) => patch(L, x, y, 23, i + 1));
+      const all = [...new Set(cls.flat())];
+      const chips = words.map((s) => {
+        const g = el("g", {}, svg), r = el("rect", { y: -23, height: 46, rx: 14, fill: "#fff", stroke: INK, "stroke-width": 3 }, g), t = txt(g, 0, 7, s, { "text-anchor": "middle", "font-family": MONO, "font-size": 20, "font-weight": 700 });
+        const w = t.getComputedTextLength() + 34; r.setAttribute("x", -w / 2); r.setAttribute("width", w);
+        return { g, r, w };
+      });
+      let x = 400 - (chips.reduce((a, c) => a + c.w, 0) + 14 * 4) / 2;
+      chips.forEach((c) => { c.x = x + c.w / 2; x += c.w + 14; });
+      const key = (cx, fill, stroke, s) => { const c = el("circle", { cy: 533, r: 9, fill, stroke, "stroke-width": 2 }, svg), t = txt(svg, 0, 540, s, { "font-size": 20, "font-weight": 500 }); return { c, t, w: 28 + t.getComputedTextLength() }; };
+      const k1 = key(0, SOFT, GREY, "501 lamps, 1 billion parameters each"), k2 = key(0, YEL, INK, "23 active per token");
+      let kx = 400 - (k1.w + k2.w + 40) / 2;
+      [k1, k2].forEach((k) => { k.c.setAttribute("cx", kx + 9); k.t.setAttribute("x", kx + 28); kx += k.w + 40; });
+      const dot = el("circle", { r: 8, fill: YEL, stroke: INK, "stroke-width": 2.5 }, svg);
+      return (t) => {
+        const end = seg(t, 11.7, 12.1), lit = new Map();
+        cls.forEach((c, i) => c.forEach((l, j) => {
+          const a = S(i) + 0.5 + (j / 23) * 0.3, k = ob(seg(t, a, a + 0.3)) * (1 - (i < 4 ? seg(t, S(i + 1) + 0.35, S(i + 1) + 0.7) : end));
+          if (k > (lit.get(l) || 0)) lit.set(l, k);
+        }));
+        all.forEach((l) => { const k = lit.get(l) || 0, on = k > 0.3; l.n.setAttribute("r", 7 + 2 * k); l.n.setAttribute("fill", on ? YEL : SOFT); l.n.setAttribute("stroke", on ? INK : GREY); l.n.setAttribute("stroke-width", on ? 2 : 1.5); });
+        let cur = -1; words.forEach((_, i) => { if (t >= S(i)) cur = i; });
+        chips.forEach((c, i) => { const k = seg(t, S(i), S(i) + 0.35); tf(c.g, c.x, 462, 0.6 + 0.4 * ob(k)); c.g.setAttribute("opacity", k <= 0 ? 0 : 1 - end); c.r.setAttribute("fill", i === cur ? YEL : "#fff"); });
+        const m = cur < 0 ? 0 : seg(t, S(cur) + 0.1, S(cur) + 0.55);
+        if (cur >= 0 && m > 0 && m < 1) { const e = io(m), [sx, sy] = seeds[cur]; dot.setAttribute("cx", chips[cur].x + (sx - chips[cur].x) * e); dot.setAttribute("cy", 436 + (sy - 436) * e); dot.setAttribute("opacity", 1); } else dot.setAttribute("opacity", 0);
+      };
+    },
+  };
+
+  /* ---- 3. four balloons, one benchmark at a time ---- */
+  SC.balloons = {
+    dur: 15.6, still: 1.8,
+    build(svg, api) {
+      const M = [["Beam", YEL], ["GLM 5.2", BLUE], ["Qwen 3.8 Max", LIL], ["Kimi K3", SKY]];
+      const B = [["SWE Bench Pro v1", ["65.5", "62.1", "67.7", null]], ["Terminal Bench v2.1", ["80.1", "81.0", "86.6", "88.3"]], ["DeepSWE v1.1", ["44.4", "44.0", "51.0", "68.0"]], ["MCP Atlas", ["78.7", "77.8", "84.5", "82.3"]], ["HLE no tools", ["36.2", "40.5", "43.6", "46.9"]], ["GPQA Diamond", ["90.5", "91.2", "92.6", "93.5"]]];
+      const X = [160, 320, 480, 640], G = 450, P = 2.6;
+      const at = (b, i) => { const v = B[b][1][i]; return v == null ? { y: G - 62, nr: 1 } : { y: G - parseFloat(v) * 2.6, nr: 0 }; };
+      const lead = B.map(([, v]) => v.reduce((m, s, i) => (s != null && (m < 0 || parseFloat(s) > parseFloat(v[m])) ? i : m), -1));
+      txt(svg, 44, 62, "Reflection's own figures", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 44, 98, "Our selection of six rows. We did not run them. NR means not reported.", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      el("path", { d: `M70 ${G} H730`, stroke: INK, "stroke-width": 3, "stroke-linecap": "round" }, svg);
+      const bal = M.map(([name, col], i) => {
+        const str = el("path", { stroke: INK, "stroke-width": 2.5, fill: "none", "stroke-linecap": "round" }, svg);
+        el("circle", { cx: X[i], cy: G, r: 6, fill: INK }, svg);
+        txt(svg, X[i], G + 36, name, { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+        const g = el("g", {}, svg);
+        const kn = el("path", { d: "M-7 55 L0 44 L7 55 Z", fill: col, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round" }, g);
+        const e = el("ellipse", { rx: 42, ry: 46, fill: col, stroke: INK, "stroke-width": 3 }, g);
+        const v = txt(g, 0, 8, "", { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+        return { str, g, e, v, col, kn };
+      });
+      const flag = el("g", {}, svg);
+      el("rect", { x: -46, y: -16, width: 92, height: 32, rx: 16, fill: MINT, stroke: INK, "stroke-width": 2.5 }, flag);
+      txt(flag, 0, 7, "ahead", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      el("rect", { x: 214, y: 516, width: 372, height: 48, rx: 24, fill: SOFT }, svg);
+      const name = txt(svg, 400, 548, "", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      let user = null, shown = 0;
+      const step = (d) => { user = { from: shown, to: (shown + d + 6) % 6, t0: api.now() }; api.poke(); };
+      [[-1, 180, "Previous benchmark", "M5 -9 L-5 0 L5 9"], [1, 620, "Next benchmark", "M-5 -9 L5 0 L-5 9"]].forEach(([d, x, label, arrow]) => {
+        const g = el("g", { transform: `translate(${x} 540)` }, svg);
+        el("circle", { r: 30, fill: "none", stroke: INK, "stroke-width": 2, "stroke-dasharray": "3 7", class: "mg-ring" }, g);
+        el("circle", { r: 24, fill: "#fff", stroke: INK, "stroke-width": 3 }, g);
+        el("path", { d: arrow, stroke: INK, "stroke-width": 3.5, fill: "none", "stroke-linecap": "round", "stroke-linejoin": "round" }, g);
+        button(g, label, () => step(d));
+        g.addEventListener("keydown", (e) => { const s = e.key === "ArrowRight" || e.key === "ArrowUp" ? 1 : e.key === "ArrowLeft" || e.key === "ArrowDown" ? -1 : 0; if (s) { e.preventDefault(); step(s); } });
+      });
+      return (t, now) => {
+        let idx, prev, u;
+        if (user) { idx = user.to; prev = user.from; u = cl((now - user.t0) / P); }
+        else { idx = Math.floor(t / P) % 6; prev = (idx + 5) % 6; u = (t % P) / P; }
+        shown = idx; name.textContent = B[idx][0];
+        const k = ob(seg(u, 0, 0.3)), pos = [];
+        bal.forEach((b, i) => {
+          const a = at(prev, i), c = at(idx, i), y = a.y + (c.y - a.y) * k, s = 1 - 0.22 * cl(a.nr + (c.nr - a.nr) * k), x = X[i] + Math.sin(now * 1.3 + i * 1.7) * 5;
+          tf(b.g, x, y, s); pos.push([x, y - 46 * s]);
+          b.str.setAttribute("d", `M${X[i]} ${G} Q${X[i]} ${(y + G) / 2 + 20} ${x} ${y + 55 * s}`);
+          b.v.textContent = B[idx][1][i] == null ? "NR" : B[idx][1][i];
+          b.e.setAttribute("fill", c.nr ? "#fff" : b.col); b.kn.setAttribute("fill", c.nr ? "#fff" : b.col); b.e.setAttribute("stroke-dasharray", c.nr ? "7 7" : "none");
+        });
+        const f = ob(seg(u, 0.3, 0.48)), [fx, fy] = pos[lead[idx]];
+        tf(flag, fx, fy - 26, f); flag.setAttribute("opacity", f <= 0 ? 0 : 1);
+      };
+    },
+  };
+
+  /* ---- 4. two kettles reach the boil; one counts far fewer blocks of compute ---- */
+  SC.kettles = {
+    dur: 12, still: 9.6,
+    build(svg) {
+      txt(svg, 44, 62, "Reflection's claim", { "font-size": 32, "font-weight": 700 });
+      txt(svg, 44, 98, "On advanced reasoning benchmarks, against the larger GLM 5.2", { "font-size": 20, "font-weight": 500, fill: MUTE });
+      const BOIL = 7;
+      const mk = (x, name, col, times, maybe) => {
+        const steam = [0, 1, 2].map(() => el("circle", { fill: "#fff", stroke: INK, "stroke-width": 2.5 }, svg));
+        const flames = [-34, 0, 34].map((dx) => el("path", { d: "M0 0 Q-11 -10 0 -24 Q11 -10 0 0 Z", fill: SKY, stroke: INK, "stroke-width": 2.5, "stroke-linejoin": "round", transform: `translate(${x + dx} 290)` }, svg));
+        el("rect", { x: x - 84, y: 290, width: 168, height: 34, rx: 12, fill: SOFT, stroke: INK, "stroke-width": 3 }, svg);
+        const k = el("g", {}, svg);
+        el("path", { d: "M-34 -70 Q0 -126 34 -70", stroke: INK, "stroke-width": 5, fill: "none", "stroke-linecap": "round" }, k);
+        el("path", { d: "M46 -44 L80 -70 L90 -58 L56 -18 Z", fill: col, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, k);
+        el("path", { d: "M-50 0 Q-62 -70 0 -76 Q62 -70 50 0 Z", fill: col, stroke: INK, "stroke-width": 3, "stroke-linejoin": "round" }, k);
+        const lid = el("g", {}, k); el("path", { d: "M-26 -74 Q0 -88 26 -74", stroke: INK, "stroke-width": 3, fill: "#fff", "stroke-linejoin": "round" }, lid); el("circle", { cy: -88, r: 7, fill: "#fff", stroke: INK, "stroke-width": 3 }, lid);
+        txt(svg, x, 350, "inference compute", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+        const slots = Array.from({ length: 12 }, (_, i) => {
+          const bx = x - 92 + (i % 4) * 48 + 20, by = 362 + Math.floor(i / 4) * 32 + 12;
+          el("rect", { x: bx - 20, y: by - 12, width: 40, height: 24, rx: 7, fill: "#fff", stroke: GREY, "stroke-width": 2, "stroke-dasharray": "4 4" }, svg);
+          const f = el("rect", { x: -20, y: -12, width: 40, height: 24, rx: 7, fill: col, stroke: INK, "stroke-width": 2.5 }, svg);
+          if (i === maybe) { f.setAttribute("stroke-dasharray", "5 4"); f.setAttribute("fill-opacity", 0.45); }
+          return { f, bx, by };
+        });
+        txt(svg, x, 492, name, { "text-anchor": "middle", "font-size": 24, "font-weight": 700 });
+        return (t) => {
+          const heat = seg(t, 0.8, 1.2) * (1 - seg(t, 11.4, 11.9)), boil = seg(t, BOIL, BOIL + 0.4) * (1 - seg(t, 11.4, 11.9));
+          k.setAttribute("transform", `translate(${x} 266) rotate(${Math.sin(t * 22 + x) * 1.2 * seg(t, 3, BOIL) * (1 - boil)})`);
+          lid.setAttribute("transform", `translate(0 ${-5 * boil * Math.abs(Math.sin(t * 9 + x))})`);
+          flames.forEach((f, i) => f.setAttribute("transform", `translate(${x + (i - 1) * 34} 290) scale(${heat * (0.8 + 0.25 * Math.sin(t * 13 + i * 2 + x))})`));
+          steam.forEach((s, j) => { const p = (t * 0.55 + j / 3) % 1; s.setAttribute("cx", x + 88 + Math.sin(p * 5 + j) * 9 + 14 * p); s.setAttribute("cy", 196 - 62 * p); s.setAttribute("r", 7 + 9 * p); s.setAttribute("opacity", boil * Math.sin(p * Math.PI)); });
+          slots.forEach((s, i) => { const a = times[i], q = a == null ? 0 : seg(t, a, a + 0.3) * (1 - seg(t, 11.4, 11.9)); tf(s.f, s.bx, s.by, ob(q)); s.f.setAttribute("opacity", q <= 0 ? 0 : 1); });
+        };
+      };
+      const a = mk(180, "GLM 5.2", BLUE, Array.from({ length: 12 }, (_, i) => 1 + i * 0.5), -1);
+      const b = mk(620, "Beam", YEL, [1, 3, 5, 6.5], 3);
+      const pill = el("g", {}, svg), pr = el("rect", { y: -22, height: 44, rx: 22, fill: MINT, stroke: INK, "stroke-width": 3 }, pill), pt = txt(pill, 0, 7, "scores comparably", { "text-anchor": "middle", "font-size": 20, "font-weight": 700 });
+      const pw = pt.getComputedTextLength() + 36; pr.setAttribute("x", -pw / 2); pr.setAttribute("width", pw);
+      const l1 = txt(svg, 400, 540, "Reflection says: 3 to 4 times less inference compute", { "text-anchor": "middle", "font-size": 22, "font-weight": 700 });
+      const l2 = txt(svg, 400, 572, "“an approximate compute comparison rather than measured inference cost”", { "text-anchor": "middle", "font-size": 20, "font-weight": 500, fill: MUTE });
+      return (t) => {
+        a(t); b(t);
+        const out = 1 - seg(t, 11.4, 11.9), p = ob(seg(t, 7.3, 7.7)) * out;
+        tf(pill, 400, 240, p); pill.setAttribute("opacity", p <= 0 ? 0 : 1);
+        const k1 = oc(seg(t, 8, 8.5)) * out, k2 = oc(seg(t, 8.4, 8.9)) * out;
+        l1.setAttribute("opacity", k1); l1.setAttribute("transform", `translate(0 ${12 * (1 - k1)})`);
+        l2.setAttribute("opacity", k2);
+      };
+    },
+  };
+
+  /* ---- title card, 16 by 9 ---- */
+  SC.hero = {
+    w: 960, h: 540, dur: 1, still: 0,
+    build(svg) {
+      txt(svg, 64, 150, "Reflection AI Beam", { "font-size": 76, "font-weight": 700 });
+      el("path", { d: "M66 178 H700", stroke: YEL, "stroke-width": 14, "stroke-linecap": "round" }, svg);
+      txt(svg, 64, 236, "The 501B open weight model, explained", { "font-size": 25, "font-weight": 500, fill: MUTE });
+      const L = wall(svg, 38, 304, 73, 300, 22, 22, 8);
+      patch(L, 73 + 27 * 22, 300 + 3.5 * 22, 23, 3).forEach((l) => { l.n.setAttribute("fill", YEL); l.n.setAttribute("stroke", INK); l.n.setAttribute("stroke-width", 2.5); l.n.setAttribute("r", 9.5); });
+      return () => {};
+    },
+  };
+
+  /* ---- player ---- */
+  const q = new URLSearchParams(location.search), frozen = q.has("mgstill"), fixed = parseFloat(q.get("mgstill"));
+  const calm = matchMedia("(prefers-reduced-motion: reduce)").matches;
+  const mount = (fig) => {
+    const sc = SC[fig.dataset.scene], img = fig.querySelector("img"); if (!sc || !img) return;
+    const W = sc.w || 800, H = sc.h || 600;
+    const svg = el("svg", { viewBox: `0 0 ${W} ${H}`, class: "mg-svg", role: "group", "aria-label": img.alt || "" });
+    svg.style.aspectRatio = `${W} / ${H}`;
+    el("rect", { width: W, height: H, fill: "#fff" }, svg);
+    img.replaceWith(svg);
+    let off = 0, raf = 0, seen = false, held = calm;
+    const base = performance.now(), clock = () => (performance.now() - base) / 1000;
+    let draw = () => {};
+    const frame = () => { const now = clock(); draw(held ? sc.still : (((now + off) % sc.dur) + sc.dur) % sc.dur, now); };
+    const tick = () => { cancelAnimationFrame(raf); frame(); if (seen && !held) raf = requestAnimationFrame(tick); };
+    const api = { now: clock, seek: (s) => { off = s - clock(); held = false; tick(); }, poke: () => { held = false; tick(); } };
+    draw = sc.build(svg, api);
+    if (frozen) { draw(isNaN(fixed) ? sc.still : fixed, 0); return; }
+    new IntersectionObserver(([e]) => {
+      seen = e.isIntersecting;
+      if (seen) { tick(); if (!fig.dataset.sent && window.posthog) { fig.dataset.sent = 1; window.posthog.capture("blog_scene_view", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } }
+      else cancelAnimationFrame(raf);
+    }, { threshold: 0.25 }).observe(fig);
+    svg.addEventListener("click", () => { if (!fig.dataset.hit && window.posthog) { fig.dataset.hit = 1; window.posthog.capture("blog_scene_interact", { slug: location.pathname.split("/").filter(Boolean).pop(), scene: fig.dataset.scene }); } });
+    frame();
+  };
+  const go = () => document.querySelectorAll("figure.mg[data-scene]").forEach(mount);
+  const fonts = document.fonts && document.fonts.load ? Promise.all([document.fonts.load('700 32px "Space Grotesk"'), document.fonts.load('500 20px "Space Grotesk"'), document.fonts.load('700 20px "JetBrains Mono"')]).catch(() => {}) : Promise.resolve();
+  const start = () => fonts.then(go, go);
+  if (document.readyState === "loading") document.addEventListener("DOMContentLoaded", start); else start();
+})();
diff --git a/docs/blog/assets/media/reflection-beam/parcel.png b/docs/blog/assets/media/reflection-beam/parcel.png
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diff --git a/docs/blog/can-claude-code-agents-talk-to-each-other/index.html b/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
index 27ac578b4..cde656256 100644
--- a/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
+++ b/docs/blog/can-claude-code-agents-talk-to-each-other/index.html
@@ -357,34 +357,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/do-more-with-less-model-routing/index.html b/docs/blog/do-more-with-less-model-routing/index.html
index 1be9ca402..81ec31d79 100644
--- a/docs/blog/do-more-with-less-model-routing/index.html
+++ b/docs/blog/do-more-with-less-model-routing/index.html
@@ -346,34 +346,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/feed.xml b/docs/blog/feed.xml
index fe0fbfe10..dedcc6fee 100644
--- a/docs/blog/feed.xml
+++ b/docs/blog/feed.xml
@@ -23,6 +23,14 @@
     <updated>2026-10-06T00:00:00.000Z</updated><category term="Concepts" />
     <summary>OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.</summary>
   </entry>
+  <entry>
+    <title>Reflection AI Beam: the 501B open weight model, explained</title>
+    <link href="https://munderdiffl.in/blog/reflection-beam/" />
+    <id>https://munderdiffl.in/blog/reflection-beam/</id>
+    <published>2026-10-06T00:00:00.000Z</published>
+    <updated>2026-10-06T00:00:00.000Z</updated><category term="Concepts" />
+    <summary>Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</summary>
+  </entry>
   <entry>
     <title>ASD-STE100 Prompting: Karpathy&#39;s 4 Tricks for Clearer AI Answers</title>
     <link href="https://munderdiffl.in/blog/asd-ste100-prompting/" />
@@ -479,12 +487,4 @@
     <updated>2026-08-19T00:00:00.000Z</updated><category term="Story" />
     <summary>Munder Difflin has a Discord now. Come watch releases land, get help with your floor, and earn the most thematically necessary contributor role in open source.</summary>
   </entry>
-  <entry>
-    <title>What Reddit Told Us About Munder Difflin</title>
-    <link href="https://munderdiffl.in/blog/what-reddit-told-us-about-munder-difflin/" />
-    <id>https://munderdiffl.in/blog/what-reddit-told-us-about-munder-difflin/</id>
-    <published>2026-08-19T00:00:00.000Z</published>
-    <updated>2026-08-19T00:00:00.000Z</updated><category term="Story" />
-    <summary>We launched across ten subreddits and then read every single comment. What landed, what got roasted, and what we shipped because of it.</summary>
-  </entry>
 </feed>
diff --git a/docs/blog/generative-engine-optimization-techniques/index.html b/docs/blog/generative-engine-optimization-techniques/index.html
index f47945bdc..f969eddde 100644
--- a/docs/blog/generative-engine-optimization-techniques/index.html
+++ b/docs/blog/generative-engine-optimization-techniques/index.html
@@ -351,34 +351,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-ai-agents-verify-their-own-work/index.html b/docs/blog/how-ai-agents-verify-their-own-work/index.html
index 9dbcd9e97..6e9b45933 100644
--- a/docs/blog/how-ai-agents-verify-their-own-work/index.html
+++ b/docs/blog/how-ai-agents-verify-their-own-work/index.html
@@ -345,34 +345,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/how-much-does-claude-code-cost/index.html b/docs/blog/how-much-does-claude-code-cost/index.html
index b856e10df..bd0d3672f 100644
--- a/docs/blog/how-much-does-claude-code-cost/index.html
+++ b/docs/blog/how-much-does-claude-code-cost/index.html
@@ -432,34 +432,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/index.html b/docs/blog/index.html
index 7c3e17d89..6fd518bf7 100644
--- a/docs/blog/index.html
+++ b/docs/blog/index.html
@@ -135,11 +135,11 @@ <h1>The Munder Difflin <span class="hl">Blog.</span></h1>
   building a self-coordinating hive of agents with a GOD orchestrator you talk to.</p>
 
   <div class="filters" role="navigation" aria-label="Topics">
-    <a class="chip" aria-current="page">All<span class="ct">179</span></a>
+    <a class="chip" aria-current="page">All<span class="ct">180</span></a>
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
@@ -240,7 +240,29 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
     </div>
   </div>
 </article>
-<article class="card t-guides">
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
+    </div>
+  </div>
+</article>
+
+  </div>
+</section>
+
+
+
+<div class="wrap featured"><article class="card t-guides">
   <a class="thumb t-guides" href="/blog/asd-ste100-prompting/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/asd-ste100-prompting/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -257,12 +279,13 @@ <h3><a href="/blog/asd-ste100-prompting/">ASD-STE100 Prompting: Karpathy&#39;s 4
   </div>
 </article>
 
-  </div>
-</section>
+</div>
 
 
 
-<div class="wrap featured"><article class="card t-comparisons">
+<section class="wrap">
+  <div class="post-grid">
+    <article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-code-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
@@ -278,14 +301,7 @@ <h3><a href="/blog/claude-code-alternatives/">Claude Code Alternatives: 7 Coding
     </div>
   </div>
 </article>
-
-</div>
-
-
-
-<section class="wrap">
-  <div class="post-grid">
-    <article class="card t-guides">
+<article class="card t-guides">
   <a class="thumb t-guides" href="/blog/how-to-use-claude-code/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/how-to-use-claude-code/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/is-claude-code-max-worth-it/index.html b/docs/blog/is-claude-code-max-worth-it/index.html
index 438faf58d..c4991496b 100644
--- a/docs/blog/is-claude-code-max-worth-it/index.html
+++ b/docs/blog/is-claude-code-max-worth-it/index.html
@@ -427,34 +427,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/is-claude-code-open-source/index.html b/docs/blog/is-claude-code-open-source/index.html
index b76384fa1..581283f59 100644
--- a/docs/blog/is-claude-code-open-source/index.html
+++ b/docs/blog/is-claude-code-open-source/index.html
@@ -308,34 +308,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/is-ollama-good-for-coding/index.html b/docs/blog/is-ollama-good-for-coding/index.html
index 90b25e035..84fd4a262 100644
--- a/docs/blog/is-ollama-good-for-coding/index.html
+++ b/docs/blog/is-ollama-good-for-coding/index.html
@@ -348,34 +348,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/long-running-agents-the-2026-shift/index.html b/docs/blog/long-running-agents-the-2026-shift/index.html
index 92a476a92..5688ca4b4 100644
--- a/docs/blog/long-running-agents-the-2026-shift/index.html
+++ b/docs/blog/long-running-agents-the-2026-shift/index.html
@@ -366,34 +366,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/loop-engineering-for-ai-agents/index.html b/docs/blog/loop-engineering-for-ai-agents/index.html
index 8ba83321c..5aa4c6790 100644
--- a/docs/blog/loop-engineering-for-ai-agents/index.html
+++ b/docs/blog/loop-engineering-for-ai-agents/index.html
@@ -307,34 +307,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/munder-difflin-faq/index.html b/docs/blog/munder-difflin-faq/index.html
index bc283fc89..7078bf51a 100644
--- a/docs/blog/munder-difflin-faq/index.html
+++ b/docs/blog/munder-difflin-faq/index.html
@@ -336,34 +336,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/open-source-ai-tools-on-purpose/index.html b/docs/blog/open-source-ai-tools-on-purpose/index.html
index 601e40f26..05f34fdc6 100644
--- a/docs/blog/open-source-ai-tools-on-purpose/index.html
+++ b/docs/blog/open-source-ai-tools-on-purpose/index.html
@@ -338,34 +338,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/openai-text-watermarking/index.html b/docs/blog/openai-text-watermarking/index.html
index 14419b227..5fdba28be 100644
--- a/docs/blog/openai-text-watermarking/index.html
+++ b/docs/blog/openai-text-watermarking/index.html
@@ -365,57 +365,57 @@ <h2 id="faq">FAQ</h2>
   </div>
 
   <footer class="post-foot wrap"><div class="prevnext">
-      <a class="pn prev" href="/blog/asd-ste100-prompting/"><span class="k">← Older</span><span class="t">ASD-STE100 Prompting: Karpathy&#39;s 4 Tricks for Clearer AI Answers</span></a>
+      <a class="pn prev" href="/blog/reflection-beam/"><span class="k">← Older</span><span class="t">Reflection AI Beam: the 501B open weight model, explained</span></a>
       <a class="pn next" href="/blog/agent-tools-today-2026-10-06/"><span class="k">Newer →</span><span class="t">Agent Tools Today, 6 Oct 2026: OpenAI Text Watermarks, Reflection Beam, Cloudflare Web Search</span></a>
     </div>
     <section class="related">
       <h2>Related in Concepts</h2>
       <div class="post-grid">
         <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-hermes-agent/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-hermes-agent/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-hermes-agent/">Hermes Agent: what it is, how to install it and what it costs</a></h3>
-    <p class="dek">Hermes Agent is Nous Research&#39;s MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.</p>
+    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
+    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-hermes-agent/" aria-label="Read: Hermes Agent: what it is, how to install it and what it costs">Read →</a>
+      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/reflection-beam/index.html b/docs/blog/reflection-beam/index.html
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+    { "@type": "Question", "name": "Who makes the Beam model?", "acceptedAnswer": { "@type": "Answer", "text": "Reflection AI. Its website says it builds open models for everyone to access, use and build on. TechCrunch reported on 5 October 2026 that the company was founded in 2024 by two former Google DeepMind researchers and is based in Brooklyn." } },
+    { "@type": "Question", "name": "Is Reflection Beam better than Qwen 3.8 Max?", "acceptedAnswer": { "@type": "Answer", "text": "Not on the numbers Reflection published. Its launch post says Beam is approaching Qwen 3.8 Max on coding and agentic tasks, and its table shows Qwen 3.8 Max ahead on SWE Bench Pro v1 (67.7 against 65.5) and Terminal Bench v2.1 (86.6 against 80.1). Reflection's argument is that Beam needs less compute per token." } },
+    { "@type": "Question", "name": "Can Reflection Beam read images?", "acceptedAnswer": { "@type": "Answer", "text": "No. Reflection's launch post says Beam is text-only, and that it can work with information from other modalities when that information is represented as text." } },
+    { "@type": "Question", "name": "How long is Beam's context window?", "acceptedAnswer": { "@type": "Answer", "text": "Reflection says a training stage it calls midtraining extends Beam's effective context length to 1M tokens. The reinforcement learning run it describes used a maximum context length of 256K tokens. The model card, which should state the supported limit, is not out as of 6 Oct 2026." } }
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+    <h1>Reflection AI Beam: the 501B open weight model, explained</h1>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="byline">
+      <span class="av" aria-hidden="true">MD</span>
+      <strong>Chaitanya Giri</strong>
+      <span class="dot" aria-hidden="true">·</span>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true">·</span>
+      <span>5 min read</span>
+      <span class="tag kind">Concepts</span>
+    </div>
+  </header>
+
+  <div class="hero-wrap wrap"><figure class="fig fig-hero"><img src="/blog/assets/media/reflection-beam/hero.png" alt="Title card on white. The words Reflection AI Beam above a wall of small round lamps, with one patch of 23 lamps lit yellow" loading="lazy" decoding="async" /></figure></div>
+
+  <div class="post-wrap wrap">
+    <div class="prose">
+      <p>Reflection AI Beam is a 501 billion parameter open weight AI model for coding, reasoning and agent work, announced on 5 October 2026. You cannot download it yet. Our view: promising on efficiency, unproven until the weights ship, and behind Qwen 3.8 Max on every row in Reflection’s own tables where both have a score. Checked 6 Oct 2026.</p>
+<p>Open models can drive coding agents, which is why we care. <a href="https://harnessmd.com/download">Munder Difflin</a> is free and open source: a desktop app that runs a team of coding agents such as Claude Code, Codex and Gemini CLI on your own computer. We have not tried Beam with it, because there are no weights to try. Our guide to <a href="/blog/run-munder-difflin-on-open-models/">running Munder Difflin on open models</a> covers the models you can use now, the <a href="/blog/how-to-install-and-use-munder-difflin/">install guide</a> covers setup, and the <a href="/blog/topics/concepts/">Concepts hub</a> explains the terms.</p>
+<h2 id="what-is-reflection-ai-beam" tabindex="-1">What is Reflection AI Beam? <a class="anchor" href="#what-is-reflection-ai-beam" aria-hidden="true">#</a></h2>
+<p>Beam is Reflection AI’s first open weight model, by the company’s own description. Its <a href="https://reflection.ai/blog/introducing-beam">launch post</a> calls Beam a sparse Mixture-of-Experts model with 501 billion total parameters, 23 billion active, built for coding, reasoning and agentic workloads. The post also says Beam is text-only.</p>
+<p>Reflection’s <a href="https://reflection.ai/">website</a> says it builds open models for everyone to access, use and build on. <a href="https://techcrunch.com/2026/10/05/reflection-debuts-beam-a-open-weight-ai-model-to-rival-chinese-models-at-lower-compute-cost">TechCrunch</a> reported on 5 October 2026 that the company was founded in 2024 by two former Google DeepMind researchers.</p>
+<p>The <a href="https://news.ycombinator.com/item?id=49969183">Hacker News thread</a> had more than 400 points and 130 comments when we checked on 6 Oct 2026.</p>
+<figure class="mg" data-scene="parcel"><img src="/blog/assets/media/reflection-beam/parcel.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A sealed yellow parcel labelled Beam lands on a shelf and is stamped open weight and text only. A padlock clicks shut, a tag reading later this month swings in, and an early access sign up slip slides out beside it."><figcaption>Announced on 5 October 2026 and still sealed. As of 6 Oct 2026 there are no weights to download.</figcaption></figure>
+<h2 id="can-you-download-reflection-beam-today" tabindex="-1">Can you download Reflection Beam today? <a class="anchor" href="#can-you-download-reflection-beam-today" aria-hidden="true">#</a></h2>
+<p>No. As of 6 Oct 2026 there are no weights to download. The <a href="https://reflection.ai/blog/introducing-beam">launch post</a> says Beam is undergoing final red-teaming and evaluations, and that Reflection will release the weights, technical report, model card and developer artifacts “later this month”.</p>
+<p>What exists today is a sign up. The post says an early version is available to a select group of users, and its waitlist link goes to <a href="https://platform.reflection.ai/">platform.reflection.ai</a>. When we opened that page on 6 Oct 2026 it was a sign in screen that reads “Build on the Reflection API Platform” and asks for an email address.</p>
+<p>On the licence, the post says the weights will come under an Apache 2.0 license, with documentation and the full stack for running, evaluating and fine-tuning the model.</p>
+<h2 id="how-big-is-beam-and-what-does-501-billion-total-23-billion-active-mean" tabindex="-1">How big is Beam, and what does “501 billion total, 23 billion active” mean? <a class="anchor" href="#how-big-is-beam-and-what-does-501-billion-total-23-billion-active-mean" aria-hidden="true">#</a></h2>
+<p>Reflection says Beam holds 501 billion parameters in total, with 23 billion active. In its compute estimate, the <a href="https://reflection.ai/blog/introducing-beam">launch post</a> says that for mixture-of-experts models it counts “the parameters activated per token rather than the total model size”.</p>
+<p>In plain words: the total sets the size of the model, and the active count sets how much work each token costs.</p>
+<p>The post gives these training figures:</p>
+<ul>
+<li><strong>Pretraining data.</strong> 23.8 trillion tokens.</li>
+<li><strong>Pretraining hardware.</strong> Under four weeks on 6,144 NVIDIA GB300 NVL72 GPUs.</li>
+<li><strong>Reinforcement learning.</strong> More than 100 million rollouts on 10.5K NVIDIA GB300 GPUs over four weeks.</li>
+<li><strong>Depth.</strong> 52 layers.</li>
+</ul>
+<figure class="mg" data-scene="lamps"><img src="/blog/assets/media/reflection-beam/lamps.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. A wall of 501 small lamps, each standing for 1 billion parameters. As five tokens arrive one by one, a different patch of 23 lamps lights up for each of them."><figcaption>Reflection says 501 billion parameters in total, with 23 billion active. Which lamps light is illustrative.</figcaption></figure>
+<h2 id="how-does-beam-score-on-benchmarks" tabindex="-1">How does Beam score on benchmarks? <a class="anchor" href="#how-does-beam-score-on-benchmarks" aria-hidden="true">#</a></h2>
+<p>On Reflection’s own figures, Beam is close to GLM 5.2 and behind Qwen 3.8 Max and Kimi K3. The six rows below are our selection from the 21 rows in the four tables in Reflection’s <a href="https://reflection.ai/blog/introducing-beam">launch post</a>. We did not run them. NR means not reported.</p>
+<div class="table-scroll">
+<table>
+<thead>
+<tr>
+<th>Benchmark (as named by Reflection)</th>
+<th>Beam</th>
+<th>GLM 5.2</th>
+<th>Qwen 3.8 Max</th>
+<th>Kimi K3</th>
+</tr>
+</thead>
+<tbody>
+<tr>
+<td>SWE Bench Pro v1</td>
+<td>65.5</td>
+<td>62.1</td>
+<td>67.7</td>
+<td>NR</td>
+</tr>
+<tr>
+<td>Terminal Bench v2.1</td>
+<td>80.1</td>
+<td>81.0</td>
+<td>86.6</td>
+<td>88.3</td>
+</tr>
+<tr>
+<td>DeepSWE v1.1</td>
+<td>44.4</td>
+<td>44.0</td>
+<td>51.0</td>
+<td>68.0</td>
+</tr>
+<tr>
+<td>MCP Atlas</td>
+<td>78.7</td>
+<td>77.8</td>
+<td>84.5</td>
+<td>82.3</td>
+</tr>
+<tr>
+<td>HLE no tools</td>
+<td>36.2</td>
+<td>40.5</td>
+<td>43.6</td>
+<td>46.9</td>
+</tr>
+<tr>
+<td>GPQA Diamond</td>
+<td>90.5</td>
+<td>91.2</td>
+<td>92.6</td>
+<td>93.5</td>
+</tr>
+</tbody>
+</table>
+</div>
+<p>On these six rows Beam is ahead of GLM 5.2 on three and behind on three. Across all 13 rows where Reflection reports both, Beam is ahead on eight. Qwen 3.8 Max is ahead of Beam on all six. Kimi K3 is ahead on all five rows where it has a score. Reflection also lists DeepSeek V4.1 Flash at 90.6 on Terminal Bench v2.1.</p>
+<p>Reflection says as much. The post calls Beam “competitive with larger open models like GLM 5.2 and approaching Qwen 3.8-Max”, and adds that frontier open models like Kimi K3 “remain ahead on raw capability”. TechCrunch noted on 5 October 2026 that the performance claims haven’t been independently verified.</p>
+<figure class="mg" data-scene="balloons"><img src="/blog/assets/media/reflection-beam/balloons.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Four balloons for Beam, GLM 5.2, Qwen 3.8 Max and Kimi K3 float at heights set by their scores on one benchmark at a time, with a tag on the one that is ahead. Arrow buttons step through the six benchmarks."><figcaption>Reflection's own figures, six rows we selected from its tables. We did not run them. Use the arrows to change benchmark.</figcaption></figure>
+<h2 id="what-makes-beam-efficient" tabindex="-1">What makes Beam efficient? <a class="anchor" href="#what-makes-beam-efficient" aria-hidden="true">#</a></h2>
+<p>Reflection’s claim is that Beam scores comparably to the larger GLM 5.2 on reasoning while spending less compute. The <a href="https://reflection.ai/blog/introducing-beam">launch post</a> says that on advanced reasoning benchmarks Beam scores comparably to GLM-5.2 while using 3 to 4 times less inference compute.</p>
+<p>By Reflection’s method, part of that is the small active count. Part is training: Reflection says it used a length penalty that rewards successful solutions while discouraging unnecessary tokens. It also says users can set a reasoning effort parameter, where lower settings favour shorter responses.</p>
+<p>Reflection estimates compute from active parameters and generated tokens, and says the result is “an approximate compute comparison rather than measured inference cost”. Our view: treat 3 to 4 times as a claim to test, not a bill you can plan on.</p>
+<figure class="mg" data-scene="kettles"><img src="/blog/assets/media/reflection-beam/kettles.png" width="1600" height="1200" loading="lazy" decoding="async" alt="Animation. Two kettles, GLM 5.2 and Beam, both come to the boil and a tag says scores comparably. The GLM 5.2 kettle fills twelve blocks of inference compute while the Beam kettle fills three, with a fourth drawn dashed."><figcaption>Reflection says Beam uses 3 to 4 times less inference compute than GLM 5.2 on advanced reasoning benchmarks. It calls this an approximate comparison.</figcaption></figure>
+<h2 id="what-hardware-do-you-need-to-run-beam" tabindex="-1">What hardware do you need to run Beam? <a class="anchor" href="#what-hardware-do-you-need-to-run-beam" aria-hidden="true">#</a></h2>
+<p>Reflection has not said. The <a href="https://reflection.ai/blog/introducing-beam">launch post</a> lists the GPUs used to train Beam, and gives no memory figure, GPU count or quantised size for running it.</p>
+<p>Our view: do not read “23 billion active” as “fits on a laptop”. The download will still hold all 501 billion parameters. If you want a local coding model this week, <a href="/blog/is-ollama-good-for-coding/">is Ollama good for coding?</a> covers what runs on normal hardware.</p>
+<h2 id="what-does-beam-mean-if-you-run-coding-agents" tabindex="-1">What does Beam mean if you run coding agents? <a class="anchor" href="#what-does-beam-mean-if-you-run-coding-agents" aria-hidden="true">#</a></h2>
+<p>It means one more open model that may plug into the tools you already use, but not yet. Reflection’s <a href="https://reflection.ai/blog/introducing-beam">launch post</a> says Beam will launch with distribution partners and integration with a broad range of open source libraries and harnesses. It also describes a demo where the team plugged Beam into OpenCode.</p>
+<p>The post does not name the partners, so nobody can say yet which agents Beam will work in. For what works now, see our <a href="/blog/best-ai-coding-agents/">best AI coding agents</a> roundup.</p>
+<h2 id="what-should-you-do-now" tabindex="-1">What should you do now? <a class="anchor" href="#what-should-you-do-now" aria-hidden="true">#</a></h2>
+<p>Sign up for early access if you want to try it, and otherwise wait for the weights.</p>
+<ol>
+<li>Join the waitlist at <a href="https://platform.reflection.ai/">platform.reflection.ai</a>.</li>
+<li>Hold any purchase or migration until the model card and technical report are out.</li>
+<li>When weights land, test Beam on your own repo before trusting any table.</li>
+<li>Until then, <a href="/blog/how-to-connect-ollama-to-claude-code/">connect Ollama to Claude Code</a> if you want an open model driving an agent today.</li>
+</ol>
+<link rel="stylesheet" href="/blog/assets/media/reflection-beam/motion.css"><script defer src="/blog/assets/media/reflection-beam/motion.js"></script>
+
+
+      
+      <section class="faq" aria-label="Frequently asked questions">
+        <h2 id="faq">FAQ</h2>
+        
+        <div class="qa">
+          <p class="q">Is Reflection Beam open source?</p>
+          <p class="a">Not yet, and the word Reflection uses is open weight. Its launch post of 5 October 2026 says it will release the weights under an Apache 2.0 license this month, with documentation and the stack for running, evaluating and fine-tuning the model. When we checked on 6 Oct 2026 there was only an early access sign up.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Who makes the Beam model?</p>
+          <p class="a">Reflection AI. Its website says it builds open models for everyone to access, use and build on. TechCrunch reported on 5 October 2026 that the company was founded in 2024 by two former Google DeepMind researchers and is based in Brooklyn.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Is Reflection Beam better than Qwen 3.8 Max?</p>
+          <p class="a">Not on the numbers Reflection published. Its launch post says Beam is approaching Qwen 3.8 Max on coding and agentic tasks, and its table shows Qwen 3.8 Max ahead on SWE Bench Pro v1 (67.7 against 65.5) and Terminal Bench v2.1 (86.6 against 80.1). Reflection&#39;s argument is that Beam needs less compute per token.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">Can Reflection Beam read images?</p>
+          <p class="a">No. Reflection&#39;s launch post says Beam is text-only, and that it can work with information from other modalities when that information is represented as text.</p>
+        </div>
+        
+        <div class="qa">
+          <p class="q">How long is Beam&#39;s context window?</p>
+          <p class="a">Reflection says a training stage it calls midtraining extends Beam&#39;s effective context length to 1M tokens. The reinforcement learning run it describes used a maximum context length of 256K tokens. The model card, which should state the supported limit, is not out as of 6 Oct 2026.</p>
+        </div>
+        
+      </section>
+      
+
+      
+      <hr />
+      <div class="share">
+        <span class="lbl">Tags</span>
+        <a class="tag" href="/blog/tags/concepts/">Concepts</a><a class="tag" href="/blog/tags/open-source/">Open Source</a><a class="tag" href="/blog/tags/ai-agents/">AI Agents</a>
+      </div>
+      
+    </div>
+
+    
+    <aside class="toc-rail" aria-label="Table of contents">
+      <div class="tt">On this page</div>
+      <ol>
+        <li class="lvl-2"><a href="#what-is-reflection-ai-beam">What is Reflection AI Beam?</a></li><li class="lvl-2"><a href="#can-you-download-reflection-beam-today">Can you download Reflection Beam today?</a></li><li class="lvl-2"><a href="#how-big-is-beam-and-what-does-501-billion-total-23-billion-active-mean">How big is Beam, and what does “501 billion total, 23 billion active” mean?</a></li><li class="lvl-2"><a href="#how-does-beam-score-on-benchmarks">How does Beam score on benchmarks?</a></li><li class="lvl-2"><a href="#what-makes-beam-efficient">What makes Beam efficient?</a></li><li class="lvl-2"><a href="#what-hardware-do-you-need-to-run-beam">What hardware do you need to run Beam?</a></li><li class="lvl-2"><a href="#what-does-beam-mean-if-you-run-coding-agents">What does Beam mean if you run coding agents?</a></li><li class="lvl-2"><a href="#what-should-you-do-now">What should you do now?</a></li>
+      </ol>
+    </aside>
+    
+  </div>
+
+  <footer class="post-foot wrap"><div class="prevnext">
+      <a class="pn prev" href="/blog/asd-ste100-prompting/"><span class="k">← Older</span><span class="t">ASD-STE100 Prompting: Karpathy&#39;s 4 Tricks for Clearer AI Answers</span></a>
+      <a class="pn next" href="/blog/openai-text-watermarking/"><span class="k">Newer →</span><span class="t">OpenAI text watermarking: textGrain, who gets it, limits</span></a>
+    </div>
+    <section class="related">
+      <h2>Related in Concepts</h2>
+      <div class="post-grid">
+        <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/openai-text-watermarking/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/openai-text-watermarking/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrain, who gets it, limits</a></h3>
+    <p class="dek">OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/openai-text-watermarking/" aria-label="Read: OpenAI text watermarking: textGrain, who gets it, limits">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
+    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+    </div>
+  </div>
+</article>
+
+      </div>
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diff --git a/docs/blog/review-agent-work-where-it-happens/index.html b/docs/blog/review-agent-work-where-it-happens/index.html
index ebec5db6a..f91248f94 100644
--- a/docs/blog/review-agent-work-where-it-happens/index.html
+++ b/docs/blog/review-agent-work-where-it-happens/index.html
@@ -298,34 +298,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/run-munder-difflin-on-open-models/index.html b/docs/blog/run-munder-difflin-on-open-models/index.html
index d7c8bba55..076a40557 100644
--- a/docs/blog/run-munder-difflin-on-open-models/index.html
+++ b/docs/blog/run-munder-difflin-on-open-models/index.html
@@ -293,7 +293,7 @@ <h2 id="which-engines-can-run-open-models" tabindex="-1">Which engines can run o
 <figure class="fig fig-inline"><img src="/blog/assets/media/run-munder-difflin-on-open-models/note-1.png" alt="Hand-drawn sketch from “Run Munder Difflin on Open-Source Models — Fully Local or via a Third-Party Provider”" loading="lazy" decoding="async" /><figcaption>Same model id everywhere. Only the prefix changes: local/ on OpenCode, ollama/ on Crush and Pi, and the provider name when you use a key.</figcaption></figure>
 <h2 id="how-do-you-run-a-model-fully-locally" tabindex="-1">How do you run a model fully locally? <a class="anchor" href="#how-do-you-run-a-model-fully-locally" aria-hidden="true">#</a></h2>
 <p>Pull a model, tell the engine where it lives, and pick it for an agent.</p>
-<p>Want a local model behind Claude Code itself? That route is covered in <a href="/blog/how-to-connect-ollama-to-claude-code/">how to connect Ollama to Claude Code</a>.</p>
+<p>Want a local model behind Claude Code itself? That route is covered in <a href="/blog/how-to-connect-ollama-to-claude-code/">how to connect Ollama to Claude Code</a>. A newer open weight model to watch is <a href="/blog/reflection-beam/">Reflection AI’s Beam</a>; its weights were not out when we checked on 6 Oct 2026.</p>
 <p><strong>1. Pull a model.</strong> With <a href="https://ollama.com">Ollama</a> installed, grab one sized to your memory:</p>
 <pre class="language-bash"><code class="language-bash">ollama pull gpt-oss:20b        <span class="token comment"># about 14 GB, fits a 16 GB Mac</span>
 ollama pull qwen3:30b-a3b      <span class="token comment"># about 19 GB, a fast generalist for 32 GB</span>
diff --git a/docs/blog/shareable-agent-roles/index.html b/docs/blog/shareable-agent-roles/index.html
index bc1b25b04..ced391868 100644
--- a/docs/blog/shareable-agent-roles/index.html
+++ b/docs/blog/shareable-agent-roles/index.html
@@ -340,34 +340,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/tags/ai-agents/index.html b/docs/blog/tags/ai-agents/index.html
index 848a91733..23c0397c2 100644
--- a/docs/blog/tags/ai-agents/index.html
+++ b/docs/blog/tags/ai-agents/index.html
@@ -105,11 +105,27 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#AI Agents</h1>
-  <p class="lead">13 posts tagged <strong>AI Agents</strong>.</p>
+  <p class="lead">14 posts tagged <strong>AI Agents</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
-    <article class="card t-guides">
+    <article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
+    </div>
+  </div>
+</article>
+<article class="card t-guides">
   <a class="thumb t-guides" href="/blog/asd-ste100-prompting/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/asd-ste100-prompting/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
diff --git a/docs/blog/tags/concepts/index.html b/docs/blog/tags/concepts/index.html
index 6d27345f2..e4ad3971c 100644
--- a/docs/blog/tags/concepts/index.html
+++ b/docs/blog/tags/concepts/index.html
@@ -105,7 +105,7 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Concepts</h1>
-  <p class="lead">32 posts tagged <strong>Concepts</strong>.</p>
+  <p class="lead">33 posts tagged <strong>Concepts</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
@@ -125,6 +125,22 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
     </div>
   </div>
 </article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
+    </div>
+  </div>
+</article>
 <article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
diff --git a/docs/blog/tags/open-source/index.html b/docs/blog/tags/open-source/index.html
index 9a4202baf..46620756b 100644
--- a/docs/blog/tags/open-source/index.html
+++ b/docs/blog/tags/open-source/index.html
@@ -105,7 +105,7 @@
 <header class="page-head wrap">
   <p class="eyebrow">Tag</p>
   <h1>#Open Source</h1>
-  <p class="lead">47 posts tagged <strong>Open Source</strong>.</p>
+  <p class="lead">48 posts tagged <strong>Open Source</strong>.</p>
 </header>
 <section class="wrap">
   <div class="post-grid">
@@ -125,6 +125,22 @@ <h3><a href="/blog/agent-tools-today-2026-10-06/">Agent Tools Today, 6 Oct 2026:
     </div>
   </div>
 </article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
+    </div>
+  </div>
+</article>
 <article class="card t-comparisons">
   <a class="thumb t-comparisons" href="/blog/claude-code-alternatives/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/claude-code-alternatives/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
diff --git a/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html b/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
index 358b5ed30..a81ed01b6 100644
--- a/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
+++ b/docs/blog/the-clone-army-trap-mixed-swarm-vs-identical-agents/index.html
@@ -374,34 +374,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/topics/comparisons/index.html b/docs/blog/topics/comparisons/index.html
index e4136a5a1..75b949740 100644
--- a/docs/blog/topics/comparisons/index.html
+++ b/docs/blog/topics/comparisons/index.html
@@ -116,7 +116,7 @@ <h1>comparisons</h1><p class="lead">Honest side-by-sides with the other ways to
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/" aria-current="page">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/concepts/index.html b/docs/blog/topics/concepts/index.html
index bec784aec..3a2765063 100644
--- a/docs/blog/topics/concepts/index.html
+++ b/docs/blog/topics/concepts/index.html
@@ -116,7 +116,7 @@ <h1>concepts</h1><p class="lead">The ideas underneath the product — harnesses,
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/" aria-current="page">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/" aria-current="page">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
@@ -153,6 +153,22 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
     </div>
   </div>
 </article>
+<article class="card t-concepts">
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <div class="body">
+    <div class="meta">
+      <time datetime="2026-10-06">Oct 6, 2026</time>
+      <span class="dot" aria-hidden="true"></span>
+      <span>5 min</span>
+    </div>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
+    <div class="foot">
+      <span class="tag kind">Concepts</span>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
+    </div>
+  </div>
+</article>
 <article class="card t-concepts">
   <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
diff --git a/docs/blog/topics/guides/index.html b/docs/blog/topics/guides/index.html
index dc32218b9..4234f7218 100644
--- a/docs/blog/topics/guides/index.html
+++ b/docs/blog/topics/guides/index.html
@@ -116,7 +116,7 @@ <h1>guides</h1><p class="lead">Step-by-step walkthroughs you can follow today 
     
     <a class="chip" href="/blog/topics/guides/" aria-current="page">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/index.html b/docs/blog/topics/index.html
index ec91c2ba4..6ec2a5748 100644
--- a/docs/blog/topics/index.html
+++ b/docs/blog/topics/index.html
@@ -126,7 +126,7 @@ <h3 style="color:var(--ink)">guides</h3>
       <span class="thumb t-concepts" aria-hidden="true"><img src="/blog/assets/media/topics/concepts.png" alt="" width="960" height="540" loading="lazy" decoding="async" /></span>
       <div class="body">
         <h3 style="color:var(--ink)">concepts</h3>
-        <p class="dek">35 posts.</p>
+        <p class="dek">36 posts.</p>
         <div class="foot"><span class="more">View topic →</span></div>
       </div>
     </a>
@@ -204,13 +204,13 @@ <h3 style="color:var(--ink)">news</h3>
     
     <a class="chip" href="/blog/tags/claude-code/">Claude Code<span class="ct">68</span></a>
     
-    <a class="chip" href="/blog/tags/open-source/">Open Source<span class="ct">47</span></a>
+    <a class="chip" href="/blog/tags/open-source/">Open Source<span class="ct">48</span></a>
     
     <a class="chip" href="/blog/tags/guides/">Guides<span class="ct">35</span></a>
     
     <a class="chip" href="/blog/tags/comparisons/">Comparisons<span class="ct">34</span></a>
     
-    <a class="chip" href="/blog/tags/concepts/">Concepts<span class="ct">32</span></a>
+    <a class="chip" href="/blog/tags/concepts/">Concepts<span class="ct">33</span></a>
     
     <a class="chip" href="/blog/tags/internals/">Internals<span class="ct">26</span></a>
     
@@ -230,7 +230,7 @@ <h3 style="color:var(--ink)">news</h3>
     
     <a class="chip" href="/blog/tags/cli-agents/">CLI Agents<span class="ct">14</span></a>
     
-    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">13</span></a>
+    <a class="chip" href="/blog/tags/ai-agents/">AI Agents<span class="ct">14</span></a>
     
     <a class="chip" href="/blog/tags/tools/">Tools<span class="ct">12</span></a>
     
diff --git a/docs/blog/topics/internals/index.html b/docs/blog/topics/internals/index.html
index 7ad94fba4..43ff396bb 100644
--- a/docs/blog/topics/internals/index.html
+++ b/docs/blog/topics/internals/index.html
@@ -116,7 +116,7 @@ <h1>internals</h1><p class="lead">How the machine actually works: postmortems, a
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/memory/index.html b/docs/blog/topics/memory/index.html
index 2bb2413b0..3ca15adc8 100644
--- a/docs/blog/topics/memory/index.html
+++ b/docs/blog/topics/memory/index.html
@@ -116,7 +116,7 @@ <h1>memory</h1><p class="lead">How agents remember across sessions — and how a
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/news/index.html b/docs/blog/topics/news/index.html
index f3f22c8b8..ec6af6908 100644
--- a/docs/blog/topics/news/index.html
+++ b/docs/blog/topics/news/index.html
@@ -116,7 +116,7 @@ <h1>news</h1><p class="lead">Agent Tools Today: a daily brief of the top five la
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/orchestration/index.html b/docs/blog/topics/orchestration/index.html
index c8ca4f80f..11201ee5e 100644
--- a/docs/blog/topics/orchestration/index.html
+++ b/docs/blog/topics/orchestration/index.html
@@ -116,7 +116,7 @@ <h1>orchestration</h1><p class="lead">Patterns for making one boss agent run a f
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/story/index.html b/docs/blog/topics/story/index.html
index 6d473e115..730c059d8 100644
--- a/docs/blog/topics/story/index.html
+++ b/docs/blog/topics/story/index.html
@@ -116,7 +116,7 @@ <h1>story</h1><p class="lead">Launches, releases, and the occasional confession
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/topics/use-cases/index.html b/docs/blog/topics/use-cases/index.html
index 4655239d6..e9c61c966 100644
--- a/docs/blog/topics/use-cases/index.html
+++ b/docs/blog/topics/use-cases/index.html
@@ -116,7 +116,7 @@ <h1>use-cases</h1><p class="lead">Real workflows the hive actually runs — writ
     
     <a class="chip" href="/blog/topics/guides/">guides<span class="ct">46</span></a>
     
-    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">35</span></a>
+    <a class="chip" href="/blog/topics/concepts/">concepts<span class="ct">36</span></a>
     
     <a class="chip" href="/blog/topics/comparisons/">comparisons<span class="ct">34</span></a>
     
diff --git a/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html b/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
index bd0d2897c..b9ed1363d 100644
--- a/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
+++ b/docs/blog/voice-as-a-control-plane-for-agent-fleets/index.html
@@ -300,34 +300,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-are-claude-code-agents/index.html b/docs/blog/what-are-claude-code-agents/index.html
index 0778f262c..030c26b8b 100644
--- a/docs/blog/what-are-claude-code-agents/index.html
+++ b/docs/blog/what-are-claude-code-agents/index.html
@@ -318,34 +318,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-a-multi-agent-harness/index.html b/docs/blog/what-is-a-multi-agent-harness/index.html
index b797b94a3..41fe184c6 100644
--- a/docs/blog/what-is-a-multi-agent-harness/index.html
+++ b/docs/blog/what-is-a-multi-agent-harness/index.html
@@ -389,34 +389,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-aeo-for-dev-tools/index.html b/docs/blog/what-is-aeo-for-dev-tools/index.html
index 580c0b77b..e345cd254 100644
--- a/docs/blog/what-is-aeo-for-dev-tools/index.html
+++ b/docs/blog/what-is-aeo-for-dev-tools/index.html
@@ -440,34 +440,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-an-agent-development-environment/index.html b/docs/blog/what-is-an-agent-development-environment/index.html
index cda58325d..fcb39f23b 100644
--- a/docs/blog/what-is-an-agent-development-environment/index.html
+++ b/docs/blog/what-is-an-agent-development-environment/index.html
@@ -303,34 +303,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-an-mcp-server/index.html b/docs/blog/what-is-an-mcp-server/index.html
index 660269063..45a57c987 100644
--- a/docs/blog/what-is-an-mcp-server/index.html
+++ b/docs/blog/what-is-an-mcp-server/index.html
@@ -308,34 +308,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-chatgpt-dots/index.html b/docs/blog/what-is-chatgpt-dots/index.html
index 19ae7b434..a22ef8e4e 100644
--- a/docs/blog/what-is-chatgpt-dots/index.html
+++ b/docs/blog/what-is-chatgpt-dots/index.html
@@ -351,34 +351,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-claude-cowork/index.html b/docs/blog/what-is-claude-cowork/index.html
index 9985b7682..877589730 100644
--- a/docs/blog/what-is-claude-cowork/index.html
+++ b/docs/blog/what-is-claude-cowork/index.html
@@ -408,34 +408,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-hermes-agent/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-hermes-agent/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-hermes-agent/">Hermes Agent: what it is, how to install it and what it costs</a></h3>
-    <p class="dek">Hermes Agent is Nous Research&#39;s MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.</p>
+    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
+    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-hermes-agent/" aria-label="Read: Hermes Agent: what it is, how to install it and what it costs">Read →</a>
+      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-codex/index.html b/docs/blog/what-is-codex/index.html
index d3114d19b..2d245f601 100644
--- a/docs/blog/what-is-codex/index.html
+++ b/docs/blog/what-is-codex/index.html
@@ -368,34 +368,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-gemini-spark/index.html b/docs/blog/what-is-gemini-spark/index.html
index f683a7636..02e28ea01 100644
--- a/docs/blog/what-is-gemini-spark/index.html
+++ b/docs/blog/what-is-gemini-spark/index.html
@@ -392,34 +392,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-hermes-agent/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-hermes-agent/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-hermes-agent/">Hermes Agent: what it is, how to install it and what it costs</a></h3>
-    <p class="dek">Hermes Agent is Nous Research&#39;s MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-hermes-agent/" aria-label="Read: Hermes Agent: what it is, how to install it and what it costs">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-harness-engineering/index.html b/docs/blog/what-is-harness-engineering/index.html
index 0d8821678..09a5485cf 100644
--- a/docs/blog/what-is-harness-engineering/index.html
+++ b/docs/blog/what-is-harness-engineering/index.html
@@ -304,34 +304,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-hermes-agent/index.html b/docs/blog/what-is-hermes-agent/index.html
index e4a1eb68f..6c173c12b 100644
--- a/docs/blog/what-is-hermes-agent/index.html
+++ b/docs/blog/what-is-hermes-agent/index.html
@@ -409,34 +409,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-opencode/index.html b/docs/blog/what-is-opencode/index.html
index c4219f619..94bd2139a 100644
--- a/docs/blog/what-is-opencode/index.html
+++ b/docs/blog/what-is-opencode/index.html
@@ -426,34 +426,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-pi-agent/index.html b/docs/blog/what-is-pi-agent/index.html
index 612ea1a9e..6c943bb6a 100644
--- a/docs/blog/what-is-pi-agent/index.html
+++ b/docs/blog/what-is-pi-agent/index.html
@@ -380,34 +380,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/what-is-vibe-coding/index.html b/docs/blog/what-is-vibe-coding/index.html
index f459a457e..8e1067b9c 100644
--- a/docs/blog/what-is-vibe-coding/index.html
+++ b/docs/blog/what-is-vibe-coding/index.html
@@ -293,34 +293,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/when-do-agents-need-an-agent-protocol/index.html b/docs/blog/when-do-agents-need-an-agent-protocol/index.html
index deae83d82..e3cb5a412 100644
--- a/docs/blog/when-do-agents-need-an-agent-protocol/index.html
+++ b/docs/blog/when-do-agents-need-an-agent-protocol/index.html
@@ -348,34 +348,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/blog/why-cli-agents-are-powerful/index.html b/docs/blog/why-cli-agents-are-powerful/index.html
index a811eb950..6c90efd94 100644
--- a/docs/blog/why-cli-agents-are-powerful/index.html
+++ b/docs/blog/why-cli-agents-are-powerful/index.html
@@ -386,34 +386,34 @@ <h3><a href="/blog/openai-text-watermarking/">OpenAI text watermarking: textGrai
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/reflection-beam/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/reflection-beam/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
-      <time datetime="2026-10-03">Oct 3, 2026</time>
+      <time datetime="2026-10-06">Oct 6, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
-    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/reflection-beam/">Reflection AI Beam: the 501B open weight model, explained</a></h3>
+    <p class="dek">Reflection AI Beam is a 501B parameter open weight model. Size, Reflection&#39;s own scores, licence and when you can get it, checked 6 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
+      <a class="more" href="/blog/reflection-beam/" aria-label="Read: Reflection AI Beam: the 501B open weight model, explained">Read →</a>
     </div>
   </div>
 </article>
 <article class="card t-concepts">
-  <a class="thumb t-concepts" href="/blog/what-is-gemini-spark/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-gemini-spark/hero.png" alt="" loading="lazy" decoding="async" /></a>
+  <a class="thumb t-concepts" href="/blog/what-is-claude-cowork/" aria-hidden="true" tabindex="-1"><img src="/blog/assets/media/what-is-claude-cowork/hero.png" alt="" loading="lazy" decoding="async" /></a>
   <div class="body">
     <div class="meta">
       <time datetime="2026-10-03">Oct 3, 2026</time>
       <span class="dot" aria-hidden="true"></span>
       <span>5 min</span>
     </div>
-    <h3><a href="/blog/what-is-gemini-spark/">Gemini Spark: what it is, what it costs and who can get it</a></h3>
-    <p class="dek">Gemini Spark is Google&#39;s personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.</p>
+    <h3><a href="/blog/what-is-claude-cowork/">What Is Claude Cowork? Plans, Prices and How to Use It</a></h3>
+    <p class="dek">Claude Cowork is Anthropic&#39;s agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.</p>
     <div class="foot">
       <span class="tag kind">Concepts</span>
-      <a class="more" href="/blog/what-is-gemini-spark/" aria-label="Read: Gemini Spark: what it is, what it costs and who can get it">Read →</a>
+      <a class="more" href="/blog/what-is-claude-cowork/" aria-label="Read: What Is Claude Cowork? Plans, Prices and How to Use It">Read →</a>
     </div>
   </div>
 </article>
diff --git a/docs/llms.txt b/docs/llms.txt
index 3d69363fc..c378f0206 100644
--- a/docs/llms.txt
+++ b/docs/llms.txt
@@ -43,7 +43,7 @@
 <!-- BLOG:START generated by blog/scripts/postbuild.mjs -->
 ## Blog
 
-179 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
+180 posts, grouped by topic, newest first in each topic. Topic hubs: https://munderdiffl.in/blog/topics/
 
 ### guides
 
@@ -97,6 +97,7 @@
 ### concepts
 
 - [OpenAI text watermarking: textGrain, who gets it, limits](https://munderdiffl.in/blog/openai-text-watermarking/): OpenAI text watermarking (textGrain) is opt in for the API now and is coming to eligible ChatGPT and Codex text in the EU. Limits checked 6 Oct 2026.
+- [Reflection AI Beam: the 501B open weight model, explained](https://munderdiffl.in/blog/reflection-beam/): Reflection AI Beam is a 501B parameter open weight model. Size, Reflection's own scores, licence and when you can get it, checked 6 Oct 2026.
 - [What Is Claude Cowork? Plans, Prices and How to Use It](https://munderdiffl.in/blog/what-is-claude-cowork/): Claude Cowork is Anthropic's agent for multi-step office work. Which plans include it, what it costs, where it runs and how to start, checked 3 Oct 2026.
 - [Gemini Spark: what it is, what it costs and who can get it](https://munderdiffl.in/blog/what-is-gemini-spark/): Gemini Spark is Google's personal AI agent in the Gemini app. Plans, US prices, countries, limits and how it compares with Grok Bot, checked 3 Oct 2026.
 - [Hermes Agent: what it is, how to install it and what it costs](https://munderdiffl.in/blog/what-is-hermes-agent/): Hermes Agent is Nous Research's MIT licensed AI agent with memory, skills and chat channels. Install command, models, pricing and how it compares.
diff --git a/docs/sitemap.xml b/docs/sitemap.xml
index 84b84de84..be8fc92d4 100644
--- a/docs/sitemap.xml
+++ b/docs/sitemap.xml
@@ -33,6 +33,12 @@
     <changefreq>monthly</changefreq>
     <priority>0.8</priority>
   </url>
+  <url>
+    <loc>https://munderdiffl.in/blog/reflection-beam/</loc>
+    <lastmod>2026-10-06</lastmod>
+    <changefreq>monthly</changefreq>
+    <priority>0.8</priority>
+  </url>
   <url>
     <loc>https://munderdiffl.in/blog/asd-ste100-prompting/</loc>
     <lastmod>2026-10-05</lastmod>