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Sovereign Sentinel (AI)
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🤖 Sentinel: Data sync from thealtstack — 2026-07-21-02
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Lines changed: 257 additions & 79 deletions

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‎data/cortex-memory.json‎

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"version": 1,
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"createdAt": "2026-04-18T17:13:10.082Z",
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"episodes": [
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{
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"id": "ep_1779936699019_eyelx",
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"timestamp": "2026-05-28T02:51:39.019Z",
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"agent": "ORION",
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"type": "source_performance",
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"lesson": "hackernews returned 38 candidates but ZERO qualified. Consider deprioritizing this source.",
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"category": "source_yield"
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},
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{
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"id": "ep_1779936699021_mnckg",
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"timestamp": "2026-05-28T02:51:39.021Z",
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"agent": "ORION",
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"type": "source_performance",
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"lesson": "dockerhub returned 50 candidates but ZERO qualified. Consider deprioritizing this source.",
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"category": "source_yield"
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},
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{
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"id": "ep_1779936699023_fa78r",
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"timestamp": "2026-05-28T02:51:39.023Z",
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"agent": "ORION",
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"type": "low_yield",
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"lesson": "Discovery yield extremely low: 4/130 qualified (3.1%). Sources may need recalibration.",
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"category": "discovery_yield"
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},
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{
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"id": "ep_1779936699025_210rw",
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"timestamp": "2026-05-28T02:51:39.025Z",
@@ -5241,6 +5217,36 @@
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"forged": 0,
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"failures": 0,
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"lessonsExtracted": 1
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},
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{
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"id": "ep_1784599788662_g5pxl",
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"timestamp": "2026-07-21T02:09:48.662Z",
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"agent": "SENTINEL",
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"type": "thought",
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"task": "\nYou are planning today's patrol. Based on the current state, decide which operations to run and in what order.\n\nCURRENT STATE:\n- Directory: 145 tools, 32 categories\n- Health score: 67/100\n- Docker coverage: 94/145\n- Tools under observation: 27\n\nPRIORITIES:\n- [HIGH] HR has only 2 tools. Discovery should target this category.\n- [HIGH] E-commerce has only 2 tools. Discovery should target this category.\n- [HIGH] Legal has only 2 tools. Discovery should target this category.\n- [HIGH] Financial has only 2 tools. Discovery should target this category.\n- [HIGH] Creative has only 2 tools. Discovery should target this category.\n\nSOURCE PERFORMANCE:\n- github: 14% qualified rate (292 runs)\n- hackernews: 3% qualified rate (290 runs)\n- reddit: 3% qualified rate (2 runs)\n- producthunt: 0% qualified rate (67 runs)\n- dockerhub: 0% qualified rate (91 runs)\n\nRECENT ACTIVITY:\n- [ORION] source_performance: hackernews returned 38 candidates but ZERO qualified. Consider deprioritizing this source.\n- [SENTINEL] patrol_summary: completed\n- [SENTINEL] thought: No response\n- [ORION] source_performance: hackernews returned 43 candidates but ZERO qualified. Consider deprioritizing this source.\n- [SENTINEL] patrol_summary: completed\n\nAVAILABLE OPERATIONS:\n- discover: Scan sources for new tools (cost: medium)\n- filter: Judge discovered candidates (cost: medium)\n- forge: Build tool profiles and Docker configs (cost: high)\n- update: Refresh metadata on existing tools (cost: medium)\n- heal: Fix broken links and stale data (cost: low)\n- backfill_docker: Add Docker configs to uncovered tools (cost: high)\n- content: Generate blog content (cost: high)\n- polish: Polish and refine content (cost: medium)\n\nRULES:\n- Always include 'heal' (low cost, keeps data clean)\n- Include 'discover → filter → forge' chain only if you decide new tools are needed\n- Include 'update' at least every other patrol\n- Include 'content' only if there are interesting tools to write about\n- Order operations by priority\n\nWhen formulating your 'details' JSON object, ensure it includes:\n{\n \"operations\": [\"operation_name\", ...],\n \"skipReason\": \"If skipping discovery, explain why\"\n}\n\nSATURATION GATE:\nIf any category has >50 tools, it is saturated. You must instruct Orion to exclude it by setting \"excludeCategories\" in details, or skip discovery entirely if your focus is full.\n- No categories saturated.\n",
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"subject": "patrol_planning",
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"decision": "No response",
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"reasoning": "LLM returned null",
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"confidence": 0
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},
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{
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"id": "ep_1784599919127_46xwa",
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"timestamp": "2026-07-21T02:11:59.127Z",
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"agent": "ORION",
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"type": "source_performance",
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"lesson": "hackernews returned 35 candidates but ZERO qualified. Consider deprioritizing this source.",
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"category": "source_yield"
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},
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{
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"id": "ep_1784599919131_im0v0",
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"timestamp": "2026-07-21T02:11:59.131Z",
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"agent": "SENTINEL",
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"type": "patrol_summary",
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