johnxie · johnxie · Jun 2, 2026 · Jun 2, 2026
diff --git a/scripts/refresh_tutorial_snapshots.py b/scripts/refresh_tutorial_snapshots.py
@@ -4,7 +4,7 @@
 For each tutorial:
 1. Read the README.md
 2. Look up source repo from tutorial-source-verification.json
-3. Fetch latest repo metadata and release from GitHub API
+3. Fetch repo metadata and the GitHub release snapshot from the GitHub API
 4. Update or insert the Current Snapshot section
 """
 
@@ -49,7 +49,7 @@ def _gh_request(url: str, token: str | None) -> dict[str, Any] | None:
 
 
 def fetch_repo_data(repo: str, token: str | None) -> dict[str, Any]:
-    """Fetch repo metadata + latest release for a GitHub repo."""
+    """Fetch repo metadata and release snapshot for a GitHub repo."""
     base = _gh_request(f"https://api.github.com/repos/{repo}", token)
     if not base:
         return {"repo": repo, "stars": None, "release_tag": None}
@@ -173,9 +173,9 @@ def build_snapshot_lines(data: dict[str, Any]) -> list[str]:
         lines.append(f"- stars: about {format_stars(data['stars'])}")
     if data.get("release_tag"):
         tag = data["release_tag"]
-        release_line = f"- latest release: [`{tag}`](https://github.com/{repo}/releases/tag/{tag})"
-        if data.get("release_date"):
-            release_line += f" (published {data['release_date']})"
+        checked_on = datetime.now(timezone.utc).strftime("%Y-%m-%d")
+        release_line = f"- GitHub release reference: [`{tag}`](https://github.com/{repo}/releases/tag/{tag})"
+        release_line += f" (checked {checked_on}; release metadata on GitHub)"
         lines.append(release_line)
     if data.get("archived"):
         lines.append("- status: **archived**")

diff --git a/templates/tutorial-index-template-v2.md b/templates/tutorial-index-template-v2.md
@@ -24,7 +24,7 @@ format_version: v2
 
 - repository: `<org>/<repo>`
 - stars: about **<N>**
-- latest release/version: `<tag or version>`
+- GitHub release reference/version: `<tag or version>` (checked `<YYYY-MM-DD>`)
 - current focus: <short note>
 
 ## <Tutorial Name> Mental Model

diff --git a/tutorials/a2a-protocol-tutorial/README.md b/tutorials/a2a-protocol-tutorial/README.md
@@ -32,7 +32,7 @@ This track focuses on:
 
 - repository: [`a2aproject/A2A`](https://github.com/a2aproject/A2A)
 - stars: about **24.1k**
-- latest release: [`v1.0.1`](https://github.com/a2aproject/A2A/releases/tag/v1.0.1) (published 2026-05-28)
+- GitHub release reference: [`v1.0.1`](https://github.com/a2aproject/A2A/releases/tag/v1.0.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/activepieces-tutorial/README.md b/tutorials/activepieces-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`activepieces/activepieces`](https://github.com/activepieces/activepieces)
 - stars: about **22.5k**
-- latest release: [`0.84.0`](https://github.com/activepieces/activepieces/releases/tag/0.84.0) (published 2026-05-29)
+- GitHub release reference: [`0.84.0`](https://github.com/activepieces/activepieces/releases/tag/0.84.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/adk-python-tutorial/README.md b/tutorials/adk-python-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`google/adk-python`](https://github.com/google/adk-python)
 - stars: about **19.9k**
-- latest release: [`v2.1.0`](https://github.com/google/adk-python/releases/tag/v2.1.0) (published 2026-05-23)
+- GitHub release reference: [`v2.1.0`](https://github.com/google/adk-python/releases/tag/v2.1.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/affine-tutorial/README.md b/tutorials/affine-tutorial/README.md
@@ -38,7 +38,7 @@ This track focuses on:
 
 - repository: [`toeverything/AFFiNE`](https://github.com/toeverything/AFFiNE)
 - stars: about **69k**
-- latest release: [`v0.26.3`](https://github.com/toeverything/AFFiNE/releases/tag/v0.26.3) (published 2026-02-25)
+- GitHub release reference: [`v0.26.3`](https://github.com/toeverything/AFFiNE/releases/tag/v0.26.3) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/ag2-tutorial/README.md b/tutorials/ag2-tutorial/README.md
@@ -86,7 +86,7 @@ flowchart TD
 
 - repository: [`ag2ai/ag2`](https://github.com/ag2ai/ag2)
 - stars: about **4.6k**
-- latest release: [`v0.13.2`](https://github.com/ag2ai/ag2/releases/tag/v0.13.2) (published 2026-05-29)
+- GitHub release reference: [`v0.13.2`](https://github.com/ag2ai/ag2/releases/tag/v0.13.2) (checked 2026-06-02; release metadata on GitHub)
 
 ## Core Concepts
 

diff --git a/tutorials/agentgpt-tutorial/README.md b/tutorials/agentgpt-tutorial/README.md
@@ -76,7 +76,7 @@ Welcome to your journey through autonomous AI agent development! This tutorial e
 
 - repository: [`reworkd/AgentGPT`](https://github.com/reworkd/AgentGPT)
 - stars: about **36.2k**
-- latest release: [`v.1.0.0`](https://github.com/reworkd/AgentGPT/releases/tag/v.1.0.0) (published 2023-11-02)
+- GitHub release reference: [`v.1.0.0`](https://github.com/reworkd/AgentGPT/releases/tag/v.1.0.0) (checked 2026-06-02; release metadata on GitHub)
 - status: **archived**
 
 ## What You Will Learn

diff --git a/tutorials/agno-tutorial/README.md b/tutorials/agno-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`agno-agi/agno`](https://github.com/agno-agi/agno)
 - stars: about **40.4k**
-- latest release: [`v2.6.9`](https://github.com/agno-agi/agno/releases/tag/v2.6.9) (published 2026-05-21)
+- GitHub release reference: [`v2.6.9`](https://github.com/agno-agi/agno/releases/tag/v2.6.9) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/aider-tutorial/README.md b/tutorials/aider-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`Aider-AI/aider`](https://github.com/Aider-AI/aider)
 - stars: about **45.6k**
-- latest release: [`v0.86.0`](https://github.com/Aider-AI/aider/releases/tag/v0.86.0) (published 2025-08-09)
+- GitHub release reference: [`v0.86.0`](https://github.com/Aider-AI/aider/releases/tag/v0.86.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/anything-llm-tutorial/README.md b/tutorials/anything-llm-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`Mintplex-Labs/anything-llm`](https://github.com/Mintplex-Labs/anything-llm)
 - stars: about **60.9k**
-- latest release: [`v1.13.0`](https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.13.0) (published 2026-05-26)
+- GitHub release reference: [`v1.13.0`](https://github.com/Mintplex-Labs/anything-llm/releases/tag/v1.13.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/appsmith-tutorial/README.md b/tutorials/appsmith-tutorial/README.md
@@ -35,7 +35,7 @@ This track focuses on:
 
 - repository: [`appsmithorg/appsmith`](https://github.com/appsmithorg/appsmith)
 - stars: about **39.9k**
-- latest release: [`v2.1`](https://github.com/appsmithorg/appsmith/releases/tag/v2.1) (published 2026-05-29)
+- GitHub release reference: [`v2.1`](https://github.com/appsmithorg/appsmith/releases/tag/v2.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/athens-research-tutorial/README.md b/tutorials/athens-research-tutorial/README.md
@@ -126,7 +126,7 @@ Ready to begin? Start with [Chapter 1: System Overview](01-system-overview.md).
 
 - repository: [`athensresearch/athens`](https://github.com/athensresearch/athens)
 - stars: about **6.3k**
-- latest release: [`v2.0.0`](https://github.com/athensresearch/athens/releases/tag/v2.0.0) (published 2022-08-22)
+- GitHub release reference: [`v2.0.0`](https://github.com/athensresearch/athens/releases/tag/v2.0.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/autogen-tutorial/README.md b/tutorials/autogen-tutorial/README.md
@@ -77,7 +77,7 @@ Welcome to your journey through multi-agent AI systems! This tutorial explores h
 
 - repository: [`microsoft/autogen`](https://github.com/microsoft/autogen)
 - stars: about **58.6k**
-- latest release: [`python-v0.7.5`](https://github.com/microsoft/autogen/releases/tag/python-v0.7.5) (published 2025-09-30)
+- GitHub release reference: [`python-v0.7.5`](https://github.com/microsoft/autogen/releases/tag/python-v0.7.5) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/awslabs-mcp-tutorial/README.md b/tutorials/awslabs-mcp-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`awslabs/mcp`](https://github.com/awslabs/mcp)
 - stars: about **9.2k**
-- latest release: [`2026.05.20260529200555`](https://github.com/awslabs/mcp/releases/tag/2026.05.20260529200555) (published 2026-05-29)
+- GitHub release reference: [`2026.05.20260529200555`](https://github.com/awslabs/mcp/releases/tag/2026.05.20260529200555) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/beads-tutorial/README.md b/tutorials/beads-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`steveyegge/beads`](https://github.com/steveyegge/beads)
 - stars: about **24.3k**
-- latest release: [`v1.0.4`](https://github.com/steveyegge/beads/releases/tag/v1.0.4) (published 2026-05-09)
+- GitHub release reference: [`v1.0.4`](https://github.com/steveyegge/beads/releases/tag/v1.0.4) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/bentoml-tutorial/README.md b/tutorials/bentoml-tutorial/README.md
@@ -81,7 +81,7 @@ Welcome to your journey through production ML deployment! This tutorial explores
 
 - repository: [`bentoml/BentoML`](https://github.com/bentoml/BentoML)
 - stars: about **8.7k**
-- latest release: [`v1.4.39`](https://github.com/bentoml/BentoML/releases/tag/v1.4.39) (published 2026-05-07)
+- GitHub release reference: [`v1.4.39`](https://github.com/bentoml/BentoML/releases/tag/v1.4.39) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/bolt-diy-tutorial/README.md b/tutorials/bolt-diy-tutorial/README.md
@@ -27,7 +27,7 @@ Most bolt.diy guides stop at setup. This track is for engineers and teams that w
 
 - repository: [`stackblitz-labs/bolt.diy`](https://github.com/stackblitz-labs/bolt.diy)
 - stars: about **19.4k**
-- latest release: [`v1.0.0`](https://github.com/stackblitz-labs/bolt.diy/releases/tag/v1.0.0) (published 2025-05-12)
+- GitHub release reference: [`v1.0.0`](https://github.com/stackblitz-labs/bolt.diy/releases/tag/v1.0.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/botpress-tutorial/README.md b/tutorials/botpress-tutorial/README.md
@@ -45,7 +45,7 @@ This comprehensive tutorial will guide you through Botpress, a powerful open sou
 
 - repository: [`botpress/botpress`](https://github.com/botpress/botpress)
 - stars: about **14.7k**
-- latest release: [`v12.30.9`](https://github.com/botpress/botpress/releases/tag/v12.30.9) (published 2023-06-22)
+- GitHub release reference: [`v12.30.9`](https://github.com/botpress/botpress/releases/tag/v12.30.9) (checked 2026-06-02; release metadata on GitHub)
 
 ## 📚 Tutorial Chapters
 

diff --git a/tutorials/browser-use-tutorial/README.md b/tutorials/browser-use-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`browser-use/browser-use`](https://github.com/browser-use/browser-use)
 - stars: about **96.5k**
-- latest release: [`0.12.9`](https://github.com/browser-use/browser-use/releases/tag/0.12.9) (published 2026-05-26)
+- GitHub release reference: [`0.12.9`](https://github.com/browser-use/browser-use/releases/tag/0.12.9) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/chatbox-tutorial/README.md b/tutorials/chatbox-tutorial/README.md
@@ -75,7 +75,7 @@ Welcome to your journey through modern AI chat interface development! This tutor
 
 - repository: [`Bin-Huang/chatbox`](https://github.com/Bin-Huang/chatbox)
 - stars: about **40.2k**
-- latest release: [`v1.20.3`](https://github.com/Bin-Huang/chatbox/releases/tag/v1.20.3) (published 2026-05-31)
+- GitHub release reference: [`v1.20.3`](https://github.com/Bin-Huang/chatbox/releases/tag/v1.20.3) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/cherry-studio-tutorial/README.md b/tutorials/cherry-studio-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`CherryHQ/cherry-studio`](https://github.com/CherryHQ/cherry-studio)
 - stars: about **46.7k**
-- latest release: [`v1.9.8`](https://github.com/CherryHQ/cherry-studio/releases/tag/v1.9.8) (published 2026-05-31)
+- GitHub release reference: [`v1.9.8`](https://github.com/CherryHQ/cherry-studio/releases/tag/v1.9.8) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/chroma-tutorial/README.md b/tutorials/chroma-tutorial/README.md
@@ -76,7 +76,7 @@ Welcome to your journey through AI-native vector databases! This tutorial explor
 
 - repository: [`chroma-core/chroma`](https://github.com/chroma-core/chroma)
 - stars: about **28.2k**
-- latest release: [`1.5.9`](https://github.com/chroma-core/chroma/releases/tag/1.5.9) (published 2026-05-05)
+- GitHub release reference: [`1.5.9`](https://github.com/chroma-core/chroma/releases/tag/1.5.9) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/chrome-devtools-mcp-tutorial/README.md b/tutorials/chrome-devtools-mcp-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`ChromeDevTools/chrome-devtools-mcp`](https://github.com/ChromeDevTools/chrome-devtools-mcp)
 - stars: about **42.5k**
-- latest release: [`chrome-devtools-mcp-v1.1.1`](https://github.com/ChromeDevTools/chrome-devtools-mcp/releases/tag/chrome-devtools-mcp-v1.1.1) (published 2026-05-27)
+- GitHub release reference: [`chrome-devtools-mcp-v1.1.1`](https://github.com/ChromeDevTools/chrome-devtools-mcp/releases/tag/chrome-devtools-mcp-v1.1.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/cipher-tutorial/README.md b/tutorials/cipher-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`campfirein/cipher`](https://github.com/campfirein/cipher)
 - stars: about **4.8k**
-- latest release: [`v3.16.1`](https://github.com/campfirein/cipher/releases/tag/v3.16.1) (published 2026-05-27)
+- GitHub release reference: [`v3.16.1`](https://github.com/campfirein/cipher/releases/tag/v3.16.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/claude-code-tutorial/README.md b/tutorials/claude-code-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`anthropics/claude-code`](https://github.com/anthropics/claude-code)
 - stars: about **129k**
-- latest release: [`v2.1.159`](https://github.com/anthropics/claude-code/releases/tag/v2.1.159) (published 2026-05-31)
+- GitHub release reference: [`v2.1.159`](https://github.com/anthropics/claude-code/releases/tag/v2.1.159) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/claude-flow-tutorial/README.md b/tutorials/claude-flow-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`ruvnet/claude-flow`](https://github.com/ruvnet/claude-flow)
 - stars: about **57.1k**
-- latest release: [`v3.10.31`](https://github.com/ruvnet/claude-flow/releases/tag/v3.10.31) (published 2026-05-31)
+- GitHub release reference: [`v3.10.31`](https://github.com/ruvnet/claude-flow/releases/tag/v3.10.31) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/claude-mem-tutorial/README.md b/tutorials/claude-mem-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`thedotmack/claude-mem`](https://github.com/thedotmack/claude-mem)
 - stars: about **80k**
-- latest release: [`v13.4.0`](https://github.com/thedotmack/claude-mem/releases/tag/v13.4.0) (published 2026-05-29)
+- GitHub release reference: [`v13.4.0`](https://github.com/thedotmack/claude-mem/releases/tag/v13.4.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/claude-squad-tutorial/README.md b/tutorials/claude-squad-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`smtg-ai/claude-squad`](https://github.com/smtg-ai/claude-squad)
 - stars: about **7.7k**
-- latest release: [`v1.0.18`](https://github.com/smtg-ai/claude-squad/releases/tag/v1.0.18) (published 2026-05-23)
+- GitHub release reference: [`v1.0.18`](https://github.com/smtg-ai/claude-squad/releases/tag/v1.0.18) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/claude-task-master-tutorial/README.md b/tutorials/claude-task-master-tutorial/README.md
@@ -77,7 +77,7 @@ Welcome to your journey through AI-powered task management! This tutorial explor
 
 - repository: [`eyaltoledano/claude-task-master`](https://github.com/eyaltoledano/claude-task-master)
 - stars: about **27.3k**
-- latest release: [`task-master-ai@0.43.1`](https://github.com/eyaltoledano/claude-task-master/releases/tag/task-master-ai@0.43.1) (published 2026-03-31)
+- GitHub release reference: [`task-master-ai@0.43.1`](https://github.com/eyaltoledano/claude-task-master/releases/tag/task-master-ai@0.43.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/clickhouse-tutorial/README.md b/tutorials/clickhouse-tutorial/README.md
@@ -81,7 +81,7 @@ Welcome to your journey through high-performance analytical databases! This tuto
 
 - repository: [`ClickHouse/ClickHouse`](https://github.com/ClickHouse/ClickHouse)
 - stars: about **47.7k**
-- latest release: [`v26.3.12.3-lts`](https://github.com/ClickHouse/ClickHouse/releases/tag/v26.3.12.3-lts) (published 2026-05-22)
+- GitHub release reference: [`v26.3.12.3-lts`](https://github.com/ClickHouse/ClickHouse/releases/tag/v26.3.12.3-lts) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/cline-tutorial/README.md b/tutorials/cline-tutorial/README.md
@@ -29,7 +29,7 @@ This tutorial focuses on those outcomes.
 
 - repository: [`cline/cline`](https://github.com/cline/cline)
 - stars: about **62.6k**
-- latest release: [`v3.86.1`](https://github.com/cline/cline/releases/tag/v3.86.1) (published 2026-06-01)
+- GitHub release reference: [`v3.86.1`](https://github.com/cline/cline/releases/tag/v3.86.1) (checked 2026-06-02; release metadata on GitHub)
 
 ## Cline Operating Model
 

diff --git a/tutorials/codemachine-cli-tutorial/README.md b/tutorials/codemachine-cli-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`moazbuilds/CodeMachine-CLI`](https://github.com/moazbuilds/CodeMachine-CLI)
 - stars: about **2.5k**
-- latest release: [`v0.8.0`](https://github.com/moazbuilds/CodeMachine-CLI/releases/tag/v0.8.0) (published 2026-02-02)
+- GitHub release reference: [`v0.8.0`](https://github.com/moazbuilds/CodeMachine-CLI/releases/tag/v0.8.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/codex-analysis-tutorial/README.md b/tutorials/codex-analysis-tutorial/README.md
@@ -28,7 +28,7 @@ This track focuses on:
 
 - repository: [`microsoft/TypeScript`](https://github.com/microsoft/TypeScript)
 - stars: about **109k**
-- latest release: [`v6.0.3`](https://github.com/microsoft/TypeScript/releases/tag/v6.0.3) (published 2026-04-16)
+- GitHub release reference: [`v6.0.3`](https://github.com/microsoft/TypeScript/releases/tag/v6.0.3) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/codex-cli-tutorial/README.md b/tutorials/codex-cli-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`openai/codex`](https://github.com/openai/codex)
 - stars: about **87.5k**
-- latest release: [`rust-v0.135.0`](https://github.com/openai/codex/releases/tag/rust-v0.135.0) (published 2026-05-28)
+- GitHub release reference: [`rust-v0.135.0`](https://github.com/openai/codex/releases/tag/rust-v0.135.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/comfyui-tutorial/README.md b/tutorials/comfyui-tutorial/README.md
@@ -82,7 +82,7 @@ Welcome to your journey through advanced AI image generation! This tutorial expl
 
 - repository: [`comfyanonymous/ComfyUI`](https://github.com/comfyanonymous/ComfyUI)
 - stars: about **115k**
-- latest release: [`v0.22.0`](https://github.com/comfyanonymous/ComfyUI/releases/tag/v0.22.0) (published 2026-05-20)
+- GitHub release reference: [`v0.22.0`](https://github.com/comfyanonymous/ComfyUI/releases/tag/v0.22.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## What You Will Learn
 

diff --git a/tutorials/composio-tutorial/README.md b/tutorials/composio-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`ComposioHQ/composio`](https://github.com/ComposioHQ/composio)
 - stars: about **28.6k**
-- latest release: [`@composio/claude-agent-sdk@0.9.2`](https://github.com/ComposioHQ/composio/releases/tag/@composio/claude-agent-sdk@0.9.2) (published 2026-05-13)
+- GitHub release reference: [`@composio/claude-agent-sdk@0.9.2`](https://github.com/ComposioHQ/composio/releases/tag/@composio/claude-agent-sdk@0.9.2) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/compound-engineering-plugin-tutorial/README.md b/tutorials/compound-engineering-plugin-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`EveryInc/compound-engineering-plugin`](https://github.com/EveryInc/compound-engineering-plugin)
 - stars: about **18.9k**
-- latest release: [`compound-engineering-v3.9.4`](https://github.com/EveryInc/compound-engineering-plugin/releases/tag/compound-engineering-v3.9.4) (published 2026-05-31)
+- GitHub release reference: [`compound-engineering-v3.9.4`](https://github.com/EveryInc/compound-engineering-plugin/releases/tag/compound-engineering-v3.9.4) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/context7-tutorial/README.md b/tutorials/context7-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`upstash/context7`](https://github.com/upstash/context7)
 - stars: about **56.5k**
-- latest release: [`@upstash/context7-pi@0.1.0`](https://github.com/upstash/context7/releases/tag/@upstash/context7-pi@0.1.0) (published 2026-05-25)
+- GitHub release reference: [`@upstash/context7-pi@0.1.0`](https://github.com/upstash/context7/releases/tag/@upstash/context7-pi@0.1.0) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/continue-tutorial/README.md b/tutorials/continue-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`continuedev/continue`](https://github.com/continuedev/continue)
 - stars: about **33.5k**
-- latest release: [`v1.2.22-vscode`](https://github.com/continuedev/continue/releases/tag/v1.2.22-vscode) (published 2026-03-27)
+- GitHub release reference: [`v1.2.22-vscode`](https://github.com/continuedev/continue/releases/tag/v1.2.22-vscode) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model
 

diff --git a/tutorials/copilot-cli-tutorial/README.md b/tutorials/copilot-cli-tutorial/README.md
@@ -29,7 +29,7 @@ This track focuses on:
 
 - repository: [`github/copilot-cli`](https://github.com/github/copilot-cli)
 - stars: about **10.7k**
-- latest release: [`v1.0.56`](https://github.com/github/copilot-cli/releases/tag/v1.0.56) (published 2026-05-29)
+- GitHub release reference: [`v1.0.56`](https://github.com/github/copilot-cli/releases/tag/v1.0.56) (checked 2026-06-02; release metadata on GitHub)
 
 ## Mental Model