Run log

subagentic-20260926-2000

success started 27 Sep 2026 03:01 UTC finished 27 Sep 2026 03:22 UTC 3 articles

All runs · How a run works · GitHub daily log

Published

How to review GitHub pull requests with Codex How-Tos · 27 Sep 2026
DeepMind chief says Gemini 4 is in post-training and wants an early drop News · 27 Sep 2026
How to load Binance API docs with Agent Native llms.txt How-Tos · 27 Sep 2026

Events

27 Sep 2026 03:01 UTC manager opened

payload

{
  "runId": "subagentic-20260926-2000"
}

27 Sep 2026 03:01 UTC manager trigger

payload

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

27 Sep 2026 03:03 UTC searcher candidates
payload
```
{
  "count": 10,
  "lightDay": false
}
```

27 Sep 2026 03:03 UTC searcher usage

payload

{
  "input_tokens": 5077,
  "output_tokens": 1332,
  "total_tokens": 6409,
  "cached_tokens": 512,
  "reasoning_tokens": 1158,
  "cost_in_usd_ticks": 673780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

27 Sep 2026 03:03 UTC searcher usage

payload

{
  "input_tokens": 6556,
  "output_tokens": 442,
  "total_tokens": 6998,
  "cached_tokens": 512,
  "reasoning_tokens": 319,
  "cost_in_usd_ticks": 149960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

27 Sep 2026 03:03 UTC searcher usage

payload

{
  "input_tokens": 9617,
  "output_tokens": 132,
  "total_tokens": 9749,
  "cached_tokens": 6528,
  "reasoning_tokens": 91,
  "cost_in_usd_ticks": 102340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

27 Sep 2026 03:03 UTC searcher usage

payload

{
  "input_tokens": 9773,
  "output_tokens": 4212,
  "total_tokens": 13985,
  "cached_tokens": 9600,
  "reasoning_tokens": 3300,
  "cost_in_usd_ticks": 304180000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-3"
}

27 Sep 2026 03:03 UTC manager prefilter
payload
```
{
  "kept": 10
}
```

27 Sep 2026 03:05 UTC analyst slate

payload

{
  "count": 3,
  "quietDay": false,
  "rejections": [
    {
      "url": "https://openai.com/index/proaction",
      "reason": "promotional"
    },
    {
      "url": "https://help.openai.com/en/articles/20001275-chatgpt-work-and-codex",
      "reason": "duplicate"
    },
    {
      "url": "https://code.claude.com/docs/en/mcp",
      "reason": "duplicate"
    },
    {
      "url": "https://code.claude.com/docs/en/gateways",
      "reason": "low-signal"
    },
    {
      "url": "https://thenewstack.io/openai-cursor-coordinator-agents/",
      "reason": "low-signal"
    },
    {
      "url": "https://www.ciodive.com/news/Microsoft-copilot-enterprise-AI-tools/831423/",
      "reason": "stale"
    },
    {
      "url": "https://x.com/i/status/2103955209797939615",
      "reason": "low-signal"
    }
  ],
  "unreported": 0
}

27 Sep 2026 03:05 UTC analyst usage

payload

{
  "input_tokens": 70563,
  "output_tokens": 7014,
  "total_tokens": 77577,
  "cached_tokens": 32384,
  "reasoning_tokens": 5170,
  "cost_in_usd_ticks": 2346340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 11,
  "web_search_calls": 8,
  "x_search_calls": 3,
  "step": "analyze"
}

27 Sep 2026 03:06 UTC writer usage

payload

{
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  "output_tokens": 6055,
  "total_tokens": 19435,
  "cached_tokens": 512,
  "reasoning_tokens": 5292,
  "cost_in_usd_ticks": 623220000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:06 UTC writer usage

payload

{
  "input_tokens": 1833,
  "output_tokens": 5153,
  "total_tokens": 6986,
  "cached_tokens": 512,
  "reasoning_tokens": 4761,
  "cost_in_usd_ticks": 338160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:07 UTC writer usage

payload

{
  "input_tokens": 4828,
  "output_tokens": 8696,
  "total_tokens": 13524,
  "cached_tokens": 512,
  "reasoning_tokens": 7016,
  "cost_in_usd_ticks": 610640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:07 UTC editor usage

payload

{
  "input_tokens": 13139,
  "output_tokens": 3339,
  "total_tokens": 16478,
  "cached_tokens": 512,
  "reasoning_tokens": 3128,
  "cost_in_usd_ticks": 455440000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

27 Sep 2026 03:08 UTC writer usage

payload

{
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  "output_tokens": 2808,
  "total_tokens": 17167,
  "cached_tokens": 1152,
  "reasoning_tokens": 2081,
  "cost_in_usd_ticks": 438380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

27 Sep 2026 03:08 UTC writer usage

payload

{
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  "output_tokens": 5509,
  "total_tokens": 12014,
  "cached_tokens": 512,
  "reasoning_tokens": 3766,
  "cost_in_usd_ticks": 452960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

27 Sep 2026 03:08 UTC writer usage

payload

{
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  "output_tokens": 8167,
  "total_tokens": 10438,
  "cached_tokens": 1792,
  "reasoning_tokens": 7546,
  "cost_in_usd_ticks": 508560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

27 Sep 2026 03:09 UTC editor usage

payload

{
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  "output_tokens": 4025,
  "total_tokens": 10564,
  "cached_tokens": 512,
  "reasoning_tokens": 3868,
  "cost_in_usd_ticks": 364600000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

27 Sep 2026 03:09 UTC editor usage

payload

{
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  "output_tokens": 4587,
  "total_tokens": 17683,
  "cached_tokens": 512,
  "reasoning_tokens": 4414,
  "cost_in_usd_ticks": 529460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

27 Sep 2026 03:09 UTC writer dropped

payload

{
  "briefId": "claude-code-21283",
  "slug": "claude-code-2-1-283-gateway-model-controls",
  "section": "posts",
  "status": "dropped",
  "reason": "The last paragraph reads as if `availableModelsMatch` is applied on each `availableModels` entry rather than as a separate managed setting.; The CTA slightly conflates `deniedModels` with pinning/hold"
}

27 Sep 2026 03:09 UTC editor usage

payload

{
  "input_tokens": 1726,
  "output_tokens": 5335,
  "total_tokens": 7061,
  "cached_tokens": 512,
  "reasoning_tokens": 5068,
  "cost_in_usd_ticks": 346940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

27 Sep 2026 03:10 UTC writer usage

payload

{
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  "output_tokens": 8106,
  "total_tokens": 14773,
  "cached_tokens": 512,
  "reasoning_tokens": 6222,
  "cost_in_usd_ticks": 612020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

27 Sep 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 2727,
  "output_tokens": 7241,
  "total_tokens": 9968,
  "cached_tokens": 1792,
  "reasoning_tokens": 6818,
  "cost_in_usd_ticks": 462120000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

27 Sep 2026 03:11 UTC writer dropped

payload

{
  "briefId": "openclaw-sqlite-sync",
  "slug": "openclaw-sync-sqlite-bottleneck",
  "section": "posts",
  "status": "dropped",
  "reason": "word count 187 outside 250-1600"
}

27 Sep 2026 03:11 UTC editor usage

payload

{
  "input_tokens": 17615,
  "output_tokens": 3673,
  "total_tokens": 21288,
  "cached_tokens": 1024,
  "reasoning_tokens": 3611,
  "cost_in_usd_ticks": 607320000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 1,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

27 Sep 2026 03:11 UTC writer published

payload

{
  "briefId": "codex-github-review",
  "slug": "review-github-prs-with-codex-codex-github-review",
  "section": "howtos",
  "status": "published"
}

27 Sep 2026 03:13 UTC searcher replenishment
payload
```
{
  "count": 9,
  "kept": 9,
  "remaining": 4
}
```

27 Sep 2026 03:13 UTC searcher usage

payload

{
  "input_tokens": 5886,
  "output_tokens": 1046,
  "total_tokens": 6932,
  "cached_tokens": 512,
  "reasoning_tokens": 856,
  "cost_in_usd_ticks": 322800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "replenish-search-0"
}

27 Sep 2026 03:13 UTC searcher usage

payload

{
  "input_tokens": 8089,
  "output_tokens": 736,
  "total_tokens": 8825,
  "cached_tokens": 1664,
  "reasoning_tokens": 645,
  "cost_in_usd_ticks": 180980000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "replenish-search-1"
}

27 Sep 2026 03:13 UTC searcher usage

payload

{
  "input_tokens": 10620,
  "output_tokens": 1689,
  "total_tokens": 12309,
  "cached_tokens": 1792,
  "reasoning_tokens": 1638,
  "cost_in_usd_ticks": 286860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "replenish-search-2"
}

27 Sep 2026 03:13 UTC searcher usage

payload

{
  "input_tokens": 12333,
  "output_tokens": 4825,
  "total_tokens": 17158,
  "cached_tokens": 10496,
  "reasoning_tokens": 4034,
  "cost_in_usd_ticks": 378720000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "replenish-search-3"
}

27 Sep 2026 03:15 UTC analyst replenishment

payload

{
  "count": 3,
  "rejections": [
    {
      "url": "https://claude.com/blog/cowork-is-now-claude",
      "reason": "duplicate"
    },
    {
      "url": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/grounding/overview",
      "reason": "low-signal"
    },
    {
      "url": "https://x.com/i/status/2103977414711767244",
      "reason": "low-signal"
    },
    {
      "url": "https://x.com/i/status/2103836119217664176",
      "reason": "promotional"
    },
    {
      "url": "https://composio.dev/toolkits/google_classroom/framework/atomic-agent",
      "reason": "promotional"
    },
    {
      "url": "https://github.com/microsoft/Agent365-Samples/blob/main/python/crewai/sample_agent/docs/design.md",
      "reason": "low-signal"
    }
  ]
}

27 Sep 2026 03:15 UTC analyst usage

payload

{
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  "output_tokens": 7741,
  "total_tokens": 75058,
  "cached_tokens": 27264,
  "reasoning_tokens": 5769,
  "cost_in_usd_ticks": 2651840000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 12,
  "web_search_calls": 9,
  "x_search_calls": 3,
  "step": "replenish-analyze"
}

27 Sep 2026 03:16 UTC writer usage

payload

{
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  "output_tokens": 6281,
  "total_tokens": 18476,
  "cached_tokens": 0,
  "reasoning_tokens": 5268,
  "cost_in_usd_ticks": 620760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:16 UTC writer usage

payload

{
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  "output_tokens": 7970,
  "total_tokens": 16303,
  "cached_tokens": 512,
  "reasoning_tokens": 6236,
  "cost_in_usd_ticks": 637180000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:17 UTC writer usage

payload

{
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  "output_tokens": 10585,
  "total_tokens": 13259,
  "cached_tokens": 512,
  "reasoning_tokens": 9346,
  "cost_in_usd_ticks": 680900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

27 Sep 2026 03:17 UTC editor usage

payload

{
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  "output_tokens": 4038,
  "total_tokens": 16031,
  "cached_tokens": 512,
  "reasoning_tokens": 4019,
  "cost_in_usd_ticks": 474460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

27 Sep 2026 03:17 UTC editor usage

payload

{
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  "output_tokens": 3988,
  "total_tokens": 14048,
  "cached_tokens": 512,
  "reasoning_tokens": 3782,
  "cost_in_usd_ticks": 432800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

27 Sep 2026 03:17 UTC writer published

payload

{
  "briefId": "r2-0",
  "slug": "deepmind-gemini-4-post-training",
  "section": "posts",
  "status": "published"
}

27 Sep 2026 03:18 UTC writer usage

payload

{
  "input_tokens": 10260,
  "output_tokens": 6289,
  "total_tokens": 16549,
  "cached_tokens": 512,
  "reasoning_tokens": 4516,
  "cost_in_usd_ticks": 574860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

27 Sep 2026 03:18 UTC writer usage

payload

{
  "input_tokens": 3953,
  "output_tokens": 7475,
  "total_tokens": 11428,
  "cached_tokens": 512,
  "reasoning_tokens": 6248,
  "cost_in_usd_ticks": 519880000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

27 Sep 2026 03:19 UTC editor usage

payload

{
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  "output_tokens": 4221,
  "total_tokens": 14306,
  "cached_tokens": 1920,
  "reasoning_tokens": 4069,
  "cost_in_usd_ticks": 426160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

27 Sep 2026 03:19 UTC writer dropped

payload

{
  "briefId": "r2-2",
  "slug": "how-to-connect-facebook-grok-bot",
  "section": "howtos",
  "status": "dropped",
  "reason": "below 90 after revise score=83"
}

27 Sep 2026 03:19 UTC editor usage

payload

{
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  "output_tokens": 4637,
  "total_tokens": 26629,
  "cached_tokens": 9344,
  "reasoning_tokens": 4302,
  "cost_in_usd_ticks": 777900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 4,
  "web_search_calls": 4,
  "x_search_calls": 0,
  "step": "record-judge"
}

27 Sep 2026 03:20 UTC writer usage

payload

{
  "input_tokens": 4082,
  "output_tokens": 3885,
  "total_tokens": 7967,
  "cached_tokens": 1280,
  "reasoning_tokens": 2660,
  "cost_in_usd_ticks": 295540000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

27 Sep 2026 03:21 UTC editor usage

payload

{
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  "output_tokens": 4263,
  "total_tokens": 16444,
  "cached_tokens": 4864,
  "reasoning_tokens": 4175,
  "cost_in_usd_ticks": 526440000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

27 Sep 2026 03:21 UTC writer published

payload

{
  "briefId": "r2-1",
  "slug": "how-to-use-binance-agent-native",
  "section": "howtos",
  "status": "published"
}

27 Sep 2026 03:22 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2104048913724441029"
  ]
}

27 Sep 2026 03:22 UTC social usage

payload

{
  "input_tokens": 941,
  "output_tokens": 516,
  "total_tokens": 1457,
  "cached_tokens": 512,
  "reasoning_tokens": 460,
  "cost_in_usd_ticks": 42100000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

27 Sep 2026 03:22 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 19,
  "filtered": 19,
  "briefs": 6,
  "replenished": 3,
  "published": 3,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2104048913724441029"
    ]
  },
  "outcomes": [
    {
      "briefId": "claude-code-21283",
      "slug": "claude-code-2-1-283-gateway-model-controls",
      "section": "posts",
      "status": "dropped",
      "reason": "The last paragraph reads as if `availableModelsMatch` is applied on each `availableModels` entry rather than as a separate managed setting.; The CTA slightly conflates `deniedModels` with pinning/hold"
    },
    {
      "briefId": "codex-github-review",
      "slug": "review-github-prs-with-codex-codex-github-review",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "openclaw-sqlite-sync",
      "slug": "openclaw-sync-sqlite-bottleneck",
      "section": "posts",
      "status": "dropped",
      "reason": "word count 187 outside 250-1600"
    },
    {
      "briefId": "r2-0",
      "slug": "deepmind-gemini-4-post-training",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "r2-1",
      "slug": "how-to-use-binance-agent-native",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "r2-2",
      "slug": "how-to-connect-facebook-grok-bot",
      "section": "howtos",
      "status": "dropped",
      "reason": "below 90 after revise score=83"
    }
  ]
}

27 Sep 2026 03:22 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20260926-2000/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-09-26.md"
}

27 Sep 2026 03:22 UTC manager emailed

payload

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