Run log

subagentic-20261020-0800

success started 20 Oct 2026 15:00 UTC finished 20 Oct 2026 15:19 UTC 4 articles

All runs · How a run works · GitHub daily log

Published

Microsoft treats enterprise agents as insiders News · 20 Oct 2026
How to build a LangChain multi-agent workflow How-Tos · 20 Oct 2026
How to build a Vercel AI SDK tool-loop agent How-Tos · 20 Oct 2026
How to build a first LangGraph tool agent How-Tos · 20 Oct 2026

Events

20 Oct 2026 15:00 UTC manager opened

payload

{
  "runId": "subagentic-20261020-0800"
}

20 Oct 2026 15:00 UTC manager trigger

payload

{
  "source": "cron",
  "maxArticles": 5
}

20 Oct 2026 15:01 UTC searcher candidates
payload
```
{
  "count": 10,
  "lightDay": false
}
```

20 Oct 2026 15:01 UTC searcher usage

payload

{
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  "total_tokens": 6007,
  "cached_tokens": 1152,
  "reasoning_tokens": 160,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

20 Oct 2026 15:01 UTC searcher usage

payload

{
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  "output_tokens": 223,
  "total_tokens": 10063,
  "cached_tokens": 1152,
  "reasoning_tokens": 134,
  "cost_in_usd_ticks": 192900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

20 Oct 2026 15:01 UTC searcher usage

payload

{
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  "output_tokens": 1960,
  "total_tokens": 14210,
  "cached_tokens": 9728,
  "reasoning_tokens": 1003,
  "cost_in_usd_ticks": 216680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

20 Oct 2026 15:01 UTC manager prefilter
payload
```
{
  "kept": 10
}
```

20 Oct 2026 15:03 UTC analyst slate

payload

{
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  "rejections": [
    {
      "url": "https://huggingface.co/papers/2610.22319",
      "reason": "stale"
    },
    {
      "url": "https://x.com/i/status/2112199261899411579",
      "reason": "promotional"
    },
    {
      "url": "https://www.prnewswire.com/news-releases/sandboxaq-expands-switch-ai-to-give-enterprises-greater-choice-control-and-accountability-across-their-agentic-ai-workforce-302912635.html",
      "reason": "promotional"
    },
    {
      "url": "https://www.langchain.com/blog/choosing-the-right-multi-agent-architecture",
      "reason": "stale"
    },
    {
      "url": "https://github.com/langchain-ai/langgraph/releases/tag/cli%3D%3D0.4.37",
      "reason": "low-signal"
    },
    {
      "url": "https://www.hpcwire.com/aiwire/2026/10/19/vultr-advances-agentic-ai-infrastructure-with-new-platform-upgrades/",
      "reason": "promotional"
    }
  ],
  "unreported": 1
}

20 Oct 2026 15:03 UTC analyst usage

payload

{
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  "step": "analyze"
}

20 Oct 2026 15:04 UTC writer usage

payload

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}

20 Oct 2026 15:05 UTC editor usage

payload

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  "step": "record-judge"
}

20 Oct 2026 15:05 UTC writer dropped

payload

{
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  "section": "posts",
  "status": "dropped",
  "reason": "Central claims the piece was meant to report — two tests, model-by-model scores, a GitHub release of MultiLangBench, and an explicit production-migration expert-review caveat — are not in the fetched "
}

20 Oct 2026 15:05 UTC writer usage

payload

{
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  "step": "record-write"
}

20 Oct 2026 15:06 UTC writer usage

payload

{
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  "step": "record-write"
}

20 Oct 2026 15:06 UTC editor usage

payload

{
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  "step": "record-judge"
}

20 Oct 2026 15:07 UTC writer usage

payload

{
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}

20 Oct 2026 15:07 UTC writer usage

payload

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}

20 Oct 2026 15:08 UTC writer usage

payload

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}

20 Oct 2026 15:08 UTC editor usage

payload

{
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}

20 Oct 2026 15:09 UTC writer usage

payload

{
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}

20 Oct 2026 15:09 UTC writer usage

payload

{
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  "cached_tokens": 13568,
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  "step": "record-revise"
}

20 Oct 2026 15:09 UTC writer usage

payload

{
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

20 Oct 2026 15:10 UTC writer usage

payload

{
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  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

20 Oct 2026 15:10 UTC editor usage

payload

{
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  "cached_tokens": 1152,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

20 Oct 2026 15:10 UTC writer dropped

payload

{
  "briefId": "vercel-shop-agents",
  "slug": "vercel-shop-agent-storefront",
  "section": "posts",
  "status": "dropped",
  "reason": "\"GA — generally available\" expands an abbreviation the fetched post does not spell out; the post only says the template \"is GA.\"; No other material claim conflicts with the fetched October 19 post. Th"
}

20 Oct 2026 15:10 UTC editor usage

payload

{
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  "cached_tokens": 1152,
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  "cost_in_usd_ticks": 749460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

20 Oct 2026 15:10 UTC writer published

payload

{
  "briefId": "msft-agentic-insider",
  "slug": "microsoft-agentic-insider-controls",
  "section": "posts",
  "status": "published"
}

20 Oct 2026 15:11 UTC editor usage

payload

{
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  "cost_in_usd_ticks": 907580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

20 Oct 2026 15:11 UTC writer usage

payload

{
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  "output_tokens": 37594,
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  "cost_in_usd_ticks": 2378580000,
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  "step": "record-rewrite-gate"
}

20 Oct 2026 15:12 UTC writer usage

payload

{
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  "cached_tokens": 4736,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

20 Oct 2026 15:12 UTC writer usage

payload

{
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  "cached_tokens": 7808,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

20 Oct 2026 15:13 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 9145,
  "cost_in_usd_ticks": 789780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

20 Oct 2026 15:13 UTC writer usage

payload

{
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  "cached_tokens": 17792,
  "reasoning_tokens": 27078,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

20 Oct 2026 15:13 UTC writer published

payload

{
  "briefId": "lc-multi-agent",
  "slug": "langchain-multi-agent-workflow",
  "section": "howtos",
  "status": "published"
}

20 Oct 2026 15:13 UTC editor usage

payload

{
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  "cached_tokens": 2688,
  "reasoning_tokens": 6363,
  "cost_in_usd_ticks": 495780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

20 Oct 2026 15:13 UTC writer dropped

payload

{
  "briefId": "agno-first-agent",
  "slug": "agno-first-local-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "\"Open  for the OpenAPI spec\" drops http://localhost:7777/docs, which the fetched setup page prints.; \"and open  From that same page\" is truncated, so the reader next-step is unreadable."
}

20 Oct 2026 15:14 UTC editor usage

payload

{
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  "cost_in_usd_ticks": 1207940000,
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  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge"
}

20 Oct 2026 15:14 UTC writer published

payload

{
  "briefId": "aisdk-tool-loop",
  "slug": "vercel-ai-sdk-tool-loop-agent",
  "section": "howtos",
  "status": "published"
}

20 Oct 2026 15:15 UTC editor usage

payload

{
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  "step": "record-judge"
}

20 Oct 2026 15:17 UTC writer usage

payload

{
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  "step": "record-revise"
}

20 Oct 2026 15:18 UTC editor usage

payload

{
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  "cached_tokens": 1152,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

20 Oct 2026 15:18 UTC writer published

payload

{
  "briefId": "langgraph-quickstart",
  "slug": "langgraph-first-tool-agent",
  "section": "howtos",
  "status": "published"
}

20 Oct 2026 15:19 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2112564282420277412"
  ]
}

20 Oct 2026 15:19 UTC social usage

payload

{
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  "reasoning_tokens": 921,
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  "num_sources_used": 0,
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  "step": "social"
}

20 Oct 2026 15:19 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 10,
  "filtered": 10,
  "briefs": 7,
  "published": 4,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2112564282420277412"
    ]
  },
  "outcomes": [
    {
      "briefId": "msft-agentic-insider",
      "slug": "microsoft-agentic-insider-controls",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "openai-cobol-evals",
      "slug": "openai-low-resource-language-evals",
      "section": "posts",
      "status": "dropped",
      "reason": "Central claims the piece was meant to report — two tests, model-by-model scores, a GitHub release of MultiLangBench, and an explicit production-migration expert-review caveat — are not in the fetched "
    },
    {
      "briefId": "langgraph-quickstart",
      "slug": "langgraph-first-tool-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "aisdk-tool-loop",
      "slug": "vercel-ai-sdk-tool-loop-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "lc-multi-agent",
      "slug": "langchain-multi-agent-workflow",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "agno-first-agent",
      "slug": "agno-first-local-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "\"Open  for the OpenAPI spec\" drops http://localhost:7777/docs, which the fetched setup page prints.; \"and open  From that same page\" is truncated, so the reader next-step is unreadable."
    },
    {
      "briefId": "vercel-shop-agents",
      "slug": "vercel-shop-agent-storefront",
      "section": "posts",
      "status": "dropped",
      "reason": "\"GA — generally available\" expands an abbreviation the fetched post does not spell out; the post only says the template \"is GA.\"; No other material claim conflicts with the fetched October 19 post. Th"
    }
  ]
}

20 Oct 2026 15:19 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261020-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-10-20.md"
}

20 Oct 2026 15:19 UTC manager emailed

payload

{
  "messageId": "<[redacted]@subagentic.ai>",
  "count": 1
}