Run log

subagentic-20260825-2000

success started 2026-08-26T03:00:54.969Z finished 2026-08-26T03:14:23.138Z 3 articles

All runs · How a run works · GitHub daily log

Published

The Information: Meta plans Hatch consumer agent and a Watermelon model posts · 2026-08-26
How to scaffold and deploy a Managed Deep Agent with the mda CLI howtos · 2026-08-26
How to build Harbor eval tasks from traces with LangChain's eval-engineering skill howtos · 2026-08-26

Events

2026-08-26T03:01:05.208Z manager opened
payload
```
{
  "runId": "subagentic-20260825-2000"
}
```
2026-08-26T03:01:05.409Z manager trigger
payload
```
{
  "source": "cron",
  "maxArticles": 5
}
```
2026-08-26T03:02:24.216Z searcher candidates
payload
```
{
  "count": 10,
  "lightDay": false
}
```

2026-08-26T03:02:24.425Z searcher usage

payload

{
  "input_tokens": 4729,
  "output_tokens": 751,
  "total_tokens": 5480,
  "cached_tokens": 0,
  "reasoning_tokens": 562,
  "cost_in_usd_ticks": 189640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

2026-08-26T03:02:24.624Z searcher usage

payload

{
  "input_tokens": 9762,
  "output_tokens": 3901,
  "total_tokens": 13663,
  "cached_tokens": 512,
  "reasoning_tokens": 2955,
  "cost_in_usd_ticks": 421620000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

2026-08-26T03:02:24.829Z manager prefilter
payload
```
{
  "kept": 10
}
```

2026-08-26T03:04:46.519Z analyst slate

payload

{
  "count": 5,
  "quietDay": true,
  "quietNote": "No dual-sourced confirmed product news in the 48h window; Hatch is a single-source Information leak. Slate keeps that report plus official how-tos."
}

2026-08-26T03:04:46.722Z analyst usage

payload

{
  "input_tokens": 128748,
  "output_tokens": 7556,
  "total_tokens": 136304,
  "cached_tokens": 30080,
  "reasoning_tokens": 4524,
  "cost_in_usd_ticks": 3427120000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 17,
  "web_search_calls": 14,
  "x_search_calls": 3,
  "step": "analyze"
}

2026-08-26T03:04:56.382Z writer dropped

payload

{
  "briefId": "crewai-langgraph-mig",
  "slug": "migrate-langgraph-to-crewai-flows",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

2026-08-26T03:06:25.675Z writer usage

payload

{
  "input_tokens": 9815,
  "output_tokens": 6499,
  "total_tokens": 16314,
  "cached_tokens": 512,
  "reasoning_tokens": 4401,
  "cost_in_usd_ticks": 578560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

2026-08-26T03:06:28.995Z writer usage

payload

{
  "input_tokens": 6715,
  "output_tokens": 6170,
  "total_tokens": 12885,
  "cached_tokens": 512,
  "reasoning_tokens": 4372,
  "cost_in_usd_ticks": 496820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

2026-08-26T03:06:39.025Z writer usage

payload

{
  "input_tokens": 12258,
  "output_tokens": 7673,
  "total_tokens": 19931,
  "cached_tokens": 512,
  "reasoning_tokens": 5327,
  "cost_in_usd_ticks": 697860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

2026-08-26T03:07:02.889Z writer usage

payload

{
  "input_tokens": 5774,
  "output_tokens": 8560,
  "total_tokens": 14334,
  "cached_tokens": 512,
  "reasoning_tokens": 7081,
  "cost_in_usd_ticks": 621400000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

2026-08-26T03:07:20.079Z editor usage

payload

{
  "input_tokens": 8578,
  "output_tokens": 3546,
  "total_tokens": 12124,
  "cached_tokens": 512,
  "reasoning_tokens": 3299,
  "cost_in_usd_ticks": 376640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

2026-08-26T03:08:13.160Z editor usage

payload

{
  "input_tokens": 6297,
  "output_tokens": 4668,
  "total_tokens": 10965,
  "cached_tokens": 512,
  "reasoning_tokens": 4649,
  "cost_in_usd_ticks": 398340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

2026-08-26T03:08:50.178Z writer usage

payload

{
  "input_tokens": 3254,
  "output_tokens": 7680,
  "total_tokens": 10934,
  "cached_tokens": 1152,
  "reasoning_tokens": 5909,
  "cost_in_usd_ticks": 508600000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

2026-08-26T03:08:53.853Z writer usage

payload

{
  "input_tokens": 3351,
  "output_tokens": 11616,
  "total_tokens": 14967,
  "cached_tokens": 512,
  "reasoning_tokens": 9534,
  "cost_in_usd_ticks": 756300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

2026-08-26T03:09:41.615Z writer usage

payload

{
  "input_tokens": 3573,
  "output_tokens": 14650,
  "total_tokens": 18223,
  "cached_tokens": 1152,
  "reasoning_tokens": 12633,
  "cost_in_usd_ticks": 933180000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

2026-08-26T03:09:47.700Z editor usage

payload

{
  "input_tokens": 8544,
  "output_tokens": 3880,
  "total_tokens": 12424,
  "cached_tokens": 512,
  "reasoning_tokens": 3857,
  "cost_in_usd_ticks": 396000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

2026-08-26T03:10:39.832Z editor usage

payload

{
  "input_tokens": 11885,
  "output_tokens": 6681,
  "total_tokens": 18566,
  "cached_tokens": 0,
  "reasoning_tokens": 6658,
  "cost_in_usd_ticks": 638560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

2026-08-26T03:10:42.840Z writer published

payload

{
  "briefId": "meta-hatch-report",
  "slug": "meta-hatch-agent-watermelon-report",
  "section": "posts",
  "status": "published"
}

2026-08-26T03:11:22.740Z editor usage

payload

{
  "input_tokens": 14393,
  "output_tokens": 7104,
  "total_tokens": 21497,
  "cached_tokens": 512,
  "reasoning_tokens": 6686,
  "cost_in_usd_ticks": 706420000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

2026-08-26T03:11:30.001Z writer published

payload

{
  "briefId": "mda-cli-deploy",
  "slug": "deploy-managed-deep-agent-mda",
  "section": "howtos",
  "status": "published"
}

2026-08-26T03:12:33.766Z writer published

payload

{
  "briefId": "langchain-eval-envs",
  "slug": "langchain-eval-engineering-environments",
  "section": "howtos",
  "status": "published"
}

2026-08-26T03:13:59.044Z writer usage

payload

{
  "input_tokens": 3715,
  "output_tokens": 10985,
  "total_tokens": 14700,
  "cached_tokens": 512,
  "reasoning_tokens": 8793,
  "cost_in_usd_ticks": 725720000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

2026-08-26T03:14:01.143Z writer dropped

payload

{
  "briefId": "amd-openclaw-lemonade",
  "slug": "openclaw-local-amd-lemonade",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: openclaw onboard --custom-api-key \"lemonade\" --custom-compatibility \"openai\"; openclaw onboard --custom-api-key \"lemonade\" --custom-compatibility \"openai\"; agents.defaults.compacti"
}

2026-08-26T03:14:22.767Z social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2092450553087541341"
  ]
}

2026-08-26T03:14:22.951Z social usage

payload

{
  "input_tokens": 945,
  "output_tokens": 1217,
  "total_tokens": 2162,
  "cached_tokens": 512,
  "reasoning_tokens": 1157,
  "cost_in_usd_ticks": 84240000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

2026-08-26T03:14:23.330Z manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 10,
  "filtered": 10,
  "briefs": 5,
  "published": 3,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2092450553087541341"
    ]
  },
  "outcomes": [
    {
      "briefId": "meta-hatch-report",
      "slug": "meta-hatch-agent-watermelon-report",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "langchain-eval-envs",
      "slug": "langchain-eval-engineering-environments",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "amd-openclaw-lemonade",
      "slug": "openclaw-local-amd-lemonade",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: openclaw onboard --custom-api-key \"lemonade\" --custom-compatibility \"openai\"; openclaw onboard --custom-api-key \"lemonade\" --custom-compatibility \"openai\"; agents.defaults.compacti"
    },
    {
      "briefId": "mda-cli-deploy",
      "slug": "deploy-managed-deep-agent-mda",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "crewai-langgraph-mig",
      "slug": "migrate-langgraph-to-crewai-flows",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    }
  ]
}

2026-08-26T03:14:27.796Z manager exported

payload

{
  "logKey": "runs/subagentic-20260825-2000/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-08-25.md"
}

2026-08-26T03:14:31.163Z manager emailed

payload

{
  "messageId": "<[redacted]@subagentic.ai>",
  "count": 2
}