Run log

subagentic-20261017-0800

success started 17 Oct 2026 15:01 UTC finished 17 Oct 2026 15:18 UTC 5 articles

All runs · How a run works · GitHub daily log

Published

LangGraph 1.2.16 stops resumed runs from applying writes twice News · 17 Oct 2026
Benefit Street uses Codex to turn credit follow-ups around faster News · 17 Oct 2026
Tencent open-sources Hy Memory 2.0 as a private memory steward News · 17 Oct 2026
PostHog's context mill feeds its Wizard without a redeploy News · 17 Oct 2026
How to run a first Strands agent How-Tos · 17 Oct 2026

Events

17 Oct 2026 15:01 UTC manager opened

payload

{
  "runId": "subagentic-20261017-0800"
}

17 Oct 2026 15:01 UTC manager trigger

payload

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

17 Oct 2026 15:02 UTC searcher candidates
payload
```
{
  "count": 7,
  "lightDay": true
}
```

17 Oct 2026 15:02 UTC searcher usage

payload

{
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  "output_tokens": 394,
  "total_tokens": 6412,
  "cached_tokens": 1152,
  "reasoning_tokens": 248,
  "cost_in_usd_ticks": 126720000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

17 Oct 2026 15:02 UTC searcher usage

payload

{
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  "output_tokens": 188,
  "total_tokens": 9040,
  "cached_tokens": 1152,
  "reasoning_tokens": 91,
  "cost_in_usd_ticks": 171040000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

17 Oct 2026 15:02 UTC searcher usage

payload

{
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  "output_tokens": 3131,
  "total_tokens": 14206,
  "cached_tokens": 8832,
  "reasoning_tokens": 2326,
  "cost_in_usd_ticks": 276880000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

17 Oct 2026 15:02 UTC manager prefilter
payload
```
{
  "kept": 7
}
```

17 Oct 2026 15:04 UTC analyst slate

payload

{
  "count": 6,
  "quietDay": false,
  "quietNote": "Thin product-news day after dropping a stale IT-ops launch, a summit roundup, and a second OpenAI customer story. Filled with two evergreen framework quickstarts.",
  "rejections": [
    {
      "url": "https://futurumgroup.com/insights/solarwinds-avior-goal-driven-agentic-ai-for-hybrid-it-ops/",
      "reason": "stale"
    },
    {
      "url": "https://openai.com/index/itau-generative-ai",
      "reason": "low-signal"
    },
    {
      "url": "https://www.allaboutcircuits.com/news/agentic-ai-takes-the-stage-at-ocp-global-summit-2026/",
      "reason": "low-signal"
    }
  ],
  "unreported": 2
}

17 Oct 2026 15:04 UTC analyst usage

payload

{
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  "cached_tokens": 68864,
  "reasoning_tokens": 6532,
  "cost_in_usd_ticks": 2667560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 15,
  "web_search_calls": 13,
  "x_search_calls": 2,
  "step": "analyze"
}

17 Oct 2026 15:05 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 5830,
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  "step": "record-write"
}

17 Oct 2026 15:06 UTC writer usage

payload

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

17 Oct 2026 15:06 UTC editor usage

payload

{
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  "total_tokens": 5880,
  "cached_tokens": 1152,
  "reasoning_tokens": 3009,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

17 Oct 2026 15:06 UTC writer usage

payload

{
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  "cached_tokens": 2560,
  "reasoning_tokens": 998,
  "cost_in_usd_ticks": 143800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

17 Oct 2026 15:07 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 13745,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

17 Oct 2026 15:07 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 3545,
  "cost_in_usd_ticks": 250480000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

17 Oct 2026 15:07 UTC writer usage

payload

{
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  "cached_tokens": 1664,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

17 Oct 2026 15:07 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 5212,
  "cost_in_usd_ticks": 390180000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

17 Oct 2026 15:07 UTC writer usage

payload

{
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  "cached_tokens": 1152,
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  "num_sources_used": 0,
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  "step": "record-write"
}

17 Oct 2026 15:07 UTC writer published

payload

{
  "briefId": "langgraph-1216",
  "slug": "langgraph-1-2-16-resume-fixes",
  "section": "posts",
  "status": "published"
}

17 Oct 2026 15:08 UTC writer usage

payload

{
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  "output_tokens": 5188,
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  "cached_tokens": 3840,
  "reasoning_tokens": 4381,
  "cost_in_usd_ticks": 353800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

17 Oct 2026 15:09 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 4074,
  "cost_in_usd_ticks": 306340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

17 Oct 2026 15:09 UTC editor usage

payload

{
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  "output_tokens": 9532,
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  "cached_tokens": 1152,
  "reasoning_tokens": 9513,
  "cost_in_usd_ticks": 714480000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

17 Oct 2026 15:09 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 22990,
  "cost_in_usd_ticks": 1883380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

17 Oct 2026 15:09 UTC editor usage

payload

{
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  "total_tokens": 27053,
  "cached_tokens": 1152,
  "reasoning_tokens": 10774,
  "cost_in_usd_ticks": 955500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

17 Oct 2026 15:09 UTC writer published

payload

{
  "briefId": "bsp-codex-credit",
  "slug": "benefit-street-codex-credit-tools",
  "section": "posts",
  "status": "published"
}

17 Oct 2026 15:09 UTC writer published

payload

{
  "briefId": "hy-memory-2",
  "slug": "tencent-hy-memory-2-open-source-memory",
  "section": "posts",
  "status": "published"
}

17 Oct 2026 15:09 UTC writer published

payload

{
  "briefId": "posthog-context-mill",
  "slug": "posthog-context-mill-wizard",
  "section": "posts",
  "status": "published"
}

17 Oct 2026 15:11 UTC writer usage

payload

{
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  "output_tokens": 23738,
  "total_tokens": 40859,
  "cached_tokens": 14976,
  "reasoning_tokens": 21744,
  "cost_in_usd_ticks": 1542060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

17 Oct 2026 15:11 UTC writer dropped

payload

{
  "briefId": "howto-pydantic-ai",
  "slug": "how-to-run-a-first-pydanticai-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: openai:gpt-6.1-sol; @roulette_agent.tool; RunContext[int]; run_sync; run_sync; deps=success_number; openai:gpt-6.1-sol; run_sync"
}

17 Oct 2026 15:12 UTC writer usage

payload

{
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  "output_tokens": 21376,
  "total_tokens": 42664,
  "cached_tokens": 18688,
  "reasoning_tokens": 19091,
  "cost_in_usd_ticks": 1428000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

17 Oct 2026 15:15 UTC editor usage

payload

{
  "input_tokens": 21126,
  "output_tokens": 13083,
  "total_tokens": 34209,
  "cached_tokens": 1152,
  "reasoning_tokens": 12519,
  "cost_in_usd_ticks": 1190220000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

17 Oct 2026 15:16 UTC writer usage

payload

{
  "input_tokens": 21538,
  "output_tokens": 4501,
  "total_tokens": 26039,
  "cached_tokens": 18688,
  "reasoning_tokens": 2275,
  "cost_in_usd_ticks": 420500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

17 Oct 2026 15:17 UTC editor usage

payload

{
  "input_tokens": 21067,
  "output_tokens": 8831,
  "total_tokens": 29898,
  "cached_tokens": 17536,
  "reasoning_tokens": 8812,
  "cost_in_usd_ticks": 688160000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

17 Oct 2026 15:17 UTC writer published

payload

{
  "briefId": "howto-strands-agent",
  "slug": "how-to-run-a-first-strands-agent-howto-strands-agent",
  "section": "howtos",
  "status": "published"
}

17 Oct 2026 15:18 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2111476976896635390"
  ]
}

17 Oct 2026 15:18 UTC social usage

payload

{
  "input_tokens": 1574,
  "output_tokens": 3393,
  "total_tokens": 4967,
  "cached_tokens": 1152,
  "reasoning_tokens": 3327,
  "cost_in_usd_ticks": 217780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

17 Oct 2026 15:18 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 7,
  "filtered": 7,
  "briefs": 6,
  "published": 5,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2111476976896635390"
    ]
  },
  "outcomes": [
    {
      "briefId": "hy-memory-2",
      "slug": "tencent-hy-memory-2-open-source-memory",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "howto-pydantic-ai",
      "slug": "how-to-run-a-first-pydanticai-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: openai:gpt-6.1-sol; @roulette_agent.tool; RunContext[int]; run_sync; run_sync; deps=success_number; openai:gpt-6.1-sol; run_sync"
    },
    {
      "briefId": "langgraph-1216",
      "slug": "langgraph-1-2-16-resume-fixes",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "howto-strands-agent",
      "slug": "how-to-run-a-first-strands-agent-howto-strands-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "posthog-context-mill",
      "slug": "posthog-context-mill-wizard",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "bsp-codex-credit",
      "slug": "benefit-street-codex-credit-tools",
      "section": "posts",
      "status": "published"
    }
  ]
}

17 Oct 2026 15:18 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261017-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-10-17.md"
}

17 Oct 2026 15:18 UTC manager emailed

payload

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