Run log

subagentic-20261005-2000

success started 6 Oct 2026 03:00 UTC finished 6 Oct 2026 03:16 UTC 4 articles

All runs · How a run works · GitHub daily log

Published

Claude Code 2.1.290 names server tool calls, subagent checks, and org approval ceilings News · 6 Oct 2026
How to add Agent Skills in VS Code How-Tos · 6 Oct 2026
Cohere introduces North 2 with memory, spend caps, and a redesigned harness News · 6 Oct 2026
Reflection introduces Beam, a 501B open-weight MoE, with weights still pending News · 6 Oct 2026

Events

6 Oct 2026 03:00 UTC manager opened

payload

{
  "runId": "subagentic-20261005-2000"
}

6 Oct 2026 03:00 UTC manager trigger

payload

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

6 Oct 2026 03:02 UTC searcher candidates

payload

{
  "count": 10,
  "lightDay": false,
  "error": "firecrawl timeout",
  "failed": 1
}

6 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 6180,
  "output_tokens": 553,
  "total_tokens": 6733,
  "cached_tokens": 1152,
  "reasoning_tokens": 399,
  "cost_in_usd_ticks": 139500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

6 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 9048,
  "output_tokens": 358,
  "total_tokens": 9406,
  "cached_tokens": 1152,
  "reasoning_tokens": 228,
  "cost_in_usd_ticks": 185160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

6 Oct 2026 03:02 UTC searcher usage

payload

{
  "input_tokens": 10334,
  "output_tokens": 3813,
  "total_tokens": 14147,
  "cached_tokens": 2304,
  "reasoning_tokens": 2756,
  "cost_in_usd_ticks": 400900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

6 Oct 2026 03:02 UTC manager prefilter
payload
```
{
  "kept": 10
}
```

6 Oct 2026 03:05 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": false,
  "rejections": [
    {
      "url": "https://x.com/i/status/2107160339116904876",
      "reason": "promotional"
    },
    {
      "url": "https://x.com/i/status/2106910092620689432",
      "reason": "promotional"
    },
    {
      "url": "https://cohere.com/blog/cohere-and-pwc-partner-to-accelerate-secure-enterprise-ai-adoption",
      "reason": "merged"
    }
  ],
  "unreported": 2
}

6 Oct 2026 03:05 UTC analyst usage

payload

{
  "input_tokens": 185137,
  "output_tokens": 15372,
  "total_tokens": 200509,
  "cached_tokens": 61184,
  "reasoning_tokens": 10304,
  "cost_in_usd_ticks": 5457300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 26,
  "web_search_calls": 19,
  "x_search_calls": 7,
  "step": "analyze"
}

6 Oct 2026 03:05 UTC writer dropped

payload

{
  "briefId": "expo-e2e-setup",
  "slug": "expo-testerarmy-e2e-setup",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

6 Oct 2026 03:07 UTC writer usage

payload

{
  "input_tokens": 2952,
  "output_tokens": 6023,
  "total_tokens": 8975,
  "cached_tokens": 1152,
  "reasoning_tokens": 5262,
  "cost_in_usd_ticks": 403140000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:07 UTC writer usage

payload

{
  "input_tokens": 3060,
  "output_tokens": 6334,
  "total_tokens": 9394,
  "cached_tokens": 1152,
  "reasoning_tokens": 5480,
  "cost_in_usd_ticks": 423960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:07 UTC writer usage

payload

{
  "input_tokens": 8645,
  "output_tokens": 8216,
  "total_tokens": 16861,
  "cached_tokens": 1152,
  "reasoning_tokens": 7528,
  "cost_in_usd_ticks": 648580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:08 UTC editor usage

payload

{
  "input_tokens": 2825,
  "output_tokens": 3988,
  "total_tokens": 6813,
  "cached_tokens": 1152,
  "reasoning_tokens": 3587,
  "cost_in_usd_ticks": 278500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

6 Oct 2026 03:08 UTC writer dropped

payload

{
  "briefId": "hf-harness-rl",
  "slug": "huggingface-multi-harness-rl",
  "section": "posts",
  "status": "dropped",
  "reason": "Fetch-failure essay: paragraphs 3–6 exist mainly to say the post is cut off after \"33%\", the Space body was not retrieved, the t.co link was not resolved, and proxy/scores/checkpoints are unconfirmed."
}

6 Oct 2026 03:08 UTC editor usage

payload

{
  "input_tokens": 8451,
  "output_tokens": 4489,
  "total_tokens": 12940,
  "cached_tokens": 1152,
  "reasoning_tokens": 4295,
  "cost_in_usd_ticks": 421080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

6 Oct 2026 03:08 UTC writer usage

payload

{
  "input_tokens": 22595,
  "output_tokens": 14619,
  "total_tokens": 37214,
  "cached_tokens": 1664,
  "reasoning_tokens": 12486,
  "cost_in_usd_ticks": 1304080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:08 UTC writer usage

payload

{
  "input_tokens": 9530,
  "output_tokens": 2857,
  "total_tokens": 12387,
  "cached_tokens": 1664,
  "reasoning_tokens": 2169,
  "cost_in_usd_ticks": 337060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

6 Oct 2026 03:09 UTC writer usage

payload

{
  "input_tokens": 9317,
  "output_tokens": 17011,
  "total_tokens": 26328,
  "cached_tokens": 1152,
  "reasoning_tokens": 14502,
  "cost_in_usd_ticks": 1189720000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:09 UTC editor usage

payload

{
  "input_tokens": 2917,
  "output_tokens": 9975,
  "total_tokens": 12892,
  "cached_tokens": 1152,
  "reasoning_tokens": 9491,
  "cost_in_usd_ticks": 639560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

6 Oct 2026 03:09 UTC editor usage

payload

{
  "input_tokens": 8450,
  "output_tokens": 4363,
  "total_tokens": 12813,
  "cached_tokens": 1536,
  "reasoning_tokens": 4344,
  "cost_in_usd_ticks": 407740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

6 Oct 2026 03:10 UTC writer published

payload

{
  "briefId": "claude-code-21290",
  "slug": "claude-code-2-1-290-hook-fields",
  "section": "posts",
  "status": "published"
}

6 Oct 2026 03:10 UTC editor usage

payload

{
  "input_tokens": 23392,
  "output_tokens": 10947,
  "total_tokens": 34339,
  "cached_tokens": 1152,
  "reasoning_tokens": 10722,
  "cost_in_usd_ticks": 1107380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

6 Oct 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 11884,
  "output_tokens": 12205,
  "total_tokens": 24089,
  "cached_tokens": 9216,
  "reasoning_tokens": 9734,
  "cost_in_usd_ticks": 831740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

6 Oct 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 4198,
  "output_tokens": 13648,
  "total_tokens": 17846,
  "cached_tokens": 1152,
  "reasoning_tokens": 12840,
  "cost_in_usd_ticks": 885560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

6 Oct 2026 03:11 UTC writer usage

payload

{
  "input_tokens": 24963,
  "output_tokens": 5558,
  "total_tokens": 30521,
  "cached_tokens": 1152,
  "reasoning_tokens": 3418,
  "cost_in_usd_ticks": 815460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

6 Oct 2026 03:12 UTC writer usage

payload

{
  "input_tokens": 23201,
  "output_tokens": 10252,
  "total_tokens": 33453,
  "cached_tokens": 1152,
  "reasoning_tokens": 8896,
  "cost_in_usd_ticks": 1061860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

6 Oct 2026 03:12 UTC editor usage

payload

{
  "input_tokens": 36874,
  "output_tokens": 7952,
  "total_tokens": 44826,
  "cached_tokens": 13056,
  "reasoning_tokens": 7796,
  "cost_in_usd_ticks": 1118760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

6 Oct 2026 03:13 UTC writer published

payload

{
  "briefId": "vscode-agent-skills",
  "slug": "vscode-agent-skills-setup",
  "section": "howtos",
  "status": "published"
}

6 Oct 2026 03:13 UTC editor usage

payload

{
  "input_tokens": 2967,
  "output_tokens": 7204,
  "total_tokens": 10171,
  "cached_tokens": 1152,
  "reasoning_tokens": 6821,
  "cost_in_usd_ticks": 474300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

6 Oct 2026 03:13 UTC writer dropped

payload

{
  "briefId": "langgraph-1213",
  "slug": "langgraph-1-2-13-checkpoint-forks",
  "section": "posts",
  "status": "dropped",
  "reason": "\"Those chores are listed separately from the checkpoint, DeltaChannel, and get_state fixes\" is not on the fetched page; chores and fixes are interleaved.; Title phrase \"a passed update checkpoint\" is "
}

6 Oct 2026 03:13 UTC editor usage

payload

{
  "input_tokens": 23399,
  "output_tokens": 8579,
  "total_tokens": 31978,
  "cached_tokens": 1152,
  "reasoning_tokens": 8560,
  "cost_in_usd_ticks": 965440000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

6 Oct 2026 03:13 UTC writer published

payload

{
  "briefId": "cohere-north-2",
  "slug": "cohere-north-2-agent-platform",
  "section": "posts",
  "status": "published"
}

6 Oct 2026 03:13 UTC editor usage

payload

{
  "input_tokens": 23327,
  "output_tokens": 7281,
  "total_tokens": 30608,
  "cached_tokens": 1536,
  "reasoning_tokens": 7045,
  "cost_in_usd_ticks": 880360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

6 Oct 2026 03:14 UTC writer usage

payload

{
  "input_tokens": 24801,
  "output_tokens": 4596,
  "total_tokens": 29397,
  "cached_tokens": 23168,
  "reasoning_tokens": 3219,
  "cost_in_usd_ticks": 424260000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

6 Oct 2026 03:15 UTC editor usage

payload

{
  "input_tokens": 23346,
  "output_tokens": 6592,
  "total_tokens": 29938,
  "cached_tokens": 1152,
  "reasoning_tokens": 6573,
  "cost_in_usd_ticks": 845160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

6 Oct 2026 03:16 UTC writer published

payload

{
  "briefId": "reflection-beam",
  "slug": "reflection-beam-open-weight-moe",
  "section": "posts",
  "status": "published"
}

6 Oct 2026 03:16 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2107308938861621346"
  ]
}

6 Oct 2026 03:16 UTC social usage

payload

{
  "input_tokens": 1573,
  "output_tokens": 1268,
  "total_tokens": 2841,
  "cached_tokens": 1152,
  "reasoning_tokens": 1200,
  "cost_in_usd_ticks": 90260000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

6 Oct 2026 03:16 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 10,
  "filtered": 10,
  "briefs": 7,
  "published": 4,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2107308938861621346"
    ]
  },
  "outcomes": [
    {
      "briefId": "cohere-north-2",
      "slug": "cohere-north-2-agent-platform",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "reflection-beam",
      "slug": "reflection-beam-open-weight-moe",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "claude-code-21290",
      "slug": "claude-code-2-1-290-hook-fields",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "vscode-agent-skills",
      "slug": "vscode-agent-skills-setup",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "langgraph-1213",
      "slug": "langgraph-1-2-13-checkpoint-forks",
      "section": "posts",
      "status": "dropped",
      "reason": "\"Those chores are listed separately from the checkpoint, DeltaChannel, and get_state fixes\" is not on the fetched page; chores and fixes are interleaved.; Title phrase \"a passed update checkpoint\" is "
    },
    {
      "briefId": "expo-e2e-setup",
      "slug": "expo-testerarmy-e2e-setup",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "hf-harness-rl",
      "slug": "huggingface-multi-harness-rl",
      "section": "posts",
      "status": "dropped",
      "reason": "Fetch-failure essay: paragraphs 3–6 exist mainly to say the post is cut off after \"33%\", the Space body was not retrieved, the t.co link was not resolved, and proxy/scores/checkpoints are unconfirmed."
    }
  ]
}

6 Oct 2026 03:16 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261005-2000/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-10-05.md"
}

6 Oct 2026 03:16 UTC manager emailed

payload

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