Run log

subagentic-20260831-085623

success started 31 Aug 2026 15:56 UTC finished 31 Aug 2026 16:09 UTC 1 articles

All runs · How a run works · GitHub daily log

Published

Who taught the models to persist and coordinate? News · 31 Aug 2026

Events

31 Aug 2026 15:56 UTC manager opened

payload

{
  "runId": "subagentic-20260831-085623"
}

31 Aug 2026 15:56 UTC manager trigger

payload

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

31 Aug 2026 15:57 UTC searcher candidates
payload
```
{
  "count": 10,
  "lightDay": false
}
```

31 Aug 2026 15:57 UTC searcher usage

payload

{
  "input_tokens": 5138,
  "output_tokens": 793,
  "total_tokens": 5931,
  "cached_tokens": 0,
  "reasoning_tokens": 598,
  "cost_in_usd_ticks": 200340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

31 Aug 2026 15:57 UTC searcher usage

payload

{
  "input_tokens": 11329,
  "output_tokens": 2527,
  "total_tokens": 13856,
  "cached_tokens": 512,
  "reasoning_tokens": 1555,
  "cost_in_usd_ticks": 370520000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

31 Aug 2026 15:57 UTC manager prefilter
payload
```
{
  "kept": 10
}
```

31 Aug 2026 15:59 UTC analyst slate

payload

{
  "count": 3,
  "quietDay": true,
  "quietNote": "Most candidates were stale (Grok Bot Aug 11, LangSmith sandboxes June, ECC pack already public) or a Claude Code 2.1.251 changelog just outside 48 hours and overlapping prior 2.1.248 coverage."
}

31 Aug 2026 15:59 UTC analyst usage

payload

{
  "input_tokens": 175839,
  "output_tokens": 6086,
  "total_tokens": 181925,
  "cached_tokens": 113920,
  "reasoning_tokens": 4166,
  "cost_in_usd_ticks": 3123140000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 19,
  "web_search_calls": 18,
  "x_search_calls": 1,
  "step": "analyze"
}

31 Aug 2026 16:01 UTC writer usage

payload

{
  "input_tokens": 26922,
  "output_tokens": 6952,
  "total_tokens": 33874,
  "cached_tokens": 512,
  "reasoning_tokens": 5174,
  "cost_in_usd_ticks": 947880000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

31 Aug 2026 16:02 UTC writer usage

payload

{
  "input_tokens": 4039,
  "output_tokens": 9010,
  "total_tokens": 13049,
  "cached_tokens": 512,
  "reasoning_tokens": 7352,
  "cost_in_usd_ticks": 613700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

31 Aug 2026 16:02 UTC writer usage

payload

{
  "input_tokens": 4076,
  "output_tokens": 8514,
  "total_tokens": 12590,
  "cached_tokens": 0,
  "reasoning_tokens": 6640,
  "cost_in_usd_ticks": 592360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

31 Aug 2026 16:03 UTC writer usage

payload

{
  "input_tokens": 3053,
  "output_tokens": 8621,
  "total_tokens": 11674,
  "cached_tokens": 512,
  "reasoning_tokens": 7052,
  "cost_in_usd_ticks": 570640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

31 Aug 2026 16:03 UTC editor usage

payload

{
  "input_tokens": 4940,
  "output_tokens": 5586,
  "total_tokens": 10526,
  "cached_tokens": 512,
  "reasoning_tokens": 5399,
  "cost_in_usd_ticks": 426280000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

31 Aug 2026 16:04 UTC writer usage

payload

{
  "input_tokens": 3138,
  "output_tokens": 4193,
  "total_tokens": 7331,
  "cached_tokens": 512,
  "reasoning_tokens": 2315,
  "cost_in_usd_ticks": 306660000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

31 Aug 2026 16:04 UTC writer usage

payload

{
  "input_tokens": 2940,
  "output_tokens": 3271,
  "total_tokens": 6211,
  "cached_tokens": 512,
  "reasoning_tokens": 1602,
  "cost_in_usd_ticks": 247380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

31 Aug 2026 16:05 UTC editor usage

payload

{
  "input_tokens": 28500,
  "output_tokens": 5369,
  "total_tokens": 33869,
  "cached_tokens": 512,
  "reasoning_tokens": 4936,
  "cost_in_usd_ticks": 884460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

31 Aug 2026 16:05 UTC editor usage

payload

{
  "input_tokens": 6183,
  "output_tokens": 3792,
  "total_tokens": 9975,
  "cached_tokens": 512,
  "reasoning_tokens": 3654,
  "cost_in_usd_ticks": 343500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

31 Aug 2026 16:05 UTC editor usage

payload

{
  "input_tokens": 4943,
  "output_tokens": 3447,
  "total_tokens": 8390,
  "cached_tokens": 512,
  "reasoning_tokens": 3428,
  "cost_in_usd_ticks": 298000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

31 Aug 2026 16:05 UTC writer published

payload

{
  "briefId": "who-taught-models",
  "slug": "who-taught-the-models",
  "section": "posts",
  "status": "published"
}

31 Aug 2026 16:06 UTC writer usage

payload

{
  "input_tokens": 3229,
  "output_tokens": 3041,
  "total_tokens": 6270,
  "cached_tokens": 1152,
  "reasoning_tokens": 1186,
  "cost_in_usd_ticks": 229760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

31 Aug 2026 16:07 UTC editor usage

payload

{
  "input_tokens": 6160,
  "output_tokens": 2588,
  "total_tokens": 8748,
  "cached_tokens": 1920,
  "reasoning_tokens": 2523,
  "cost_in_usd_ticks": 249680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

31 Aug 2026 16:07 UTC writer dropped

payload

{
  "briefId": "langgraph-hello-graph",
  "slug": "how-to-install-langgraph",
  "section": "howtos",
  "status": "dropped",
  "reason": "below 90 after revise score=87"
}

31 Aug 2026 16:08 UTC writer usage

payload

{
  "input_tokens": 3287,
  "output_tokens": 14034,
  "total_tokens": 17321,
  "cached_tokens": 1152,
  "reasoning_tokens": 12407,
  "cost_in_usd_ticks": 890500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

31 Aug 2026 16:09 UTC editor usage

payload

{
  "input_tokens": 28426,
  "output_tokens": 5708,
  "total_tokens": 34134,
  "cached_tokens": 16896,
  "reasoning_tokens": 5401,
  "cost_in_usd_ticks": 657560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

31 Aug 2026 16:09 UTC writer dropped

payload

{
  "briefId": "cc-model-switch-hooks",
  "slug": "how-to-premodelswitch-hooks",
  "section": "howtos",
  "status": "dropped",
  "reason": "## Sources omits the prompt-caching page that supports most cache-invalidation claims.; PostModelSwitch “including automatic fallback” is inferred; hooks only exemplifies resume restore among own-init"
}

31 Aug 2026 16:09 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2094457676076040369"
  ]
}

31 Aug 2026 16:09 UTC social usage

payload

{
  "input_tokens": 909,
  "output_tokens": 161,
  "total_tokens": 1070,
  "cached_tokens": 512,
  "reasoning_tokens": 138,
  "cost_in_usd_ticks": 20160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

31 Aug 2026 16:09 UTC manager closed

payload

{
  "status": "success",
  "source": "manual",
  "searched": 10,
  "filtered": 10,
  "briefs": 3,
  "published": 1,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2094457676076040369"
    ]
  },
  "outcomes": [
    {
      "briefId": "cc-model-switch-hooks",
      "slug": "how-to-premodelswitch-hooks",
      "section": "howtos",
      "status": "dropped",
      "reason": "## Sources omits the prompt-caching page that supports most cache-invalidation claims.; PostModelSwitch “including automatic fallback” is inferred; hooks only exemplifies resume restore among own-init"
    },
    {
      "briefId": "who-taught-models",
      "slug": "who-taught-the-models",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "langgraph-hello-graph",
      "slug": "how-to-install-langgraph",
      "section": "howtos",
      "status": "dropped",
      "reason": "below 90 after revise score=87"
    }
  ]
}

31 Aug 2026 16:09 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20260831-085623/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-08-31.md"
}

31 Aug 2026 16:10 UTC manager emailed

payload

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