Run log

subagentic-20261108-0800

success started 8 Nov 2026 16:00 UTC finished 8 Nov 2026 16:12 UTC 4 articles

All runs · How a run works · GitHub daily log

Published

Agent Framework Python 1.25.0 requires 3.11 and isolates workflow scope News · 8 Nov 2026
Open WebUI 0.13.1 puts coding agents in the picker and ships Tether News · 8 Nov 2026
How to choose the Agent SDK versus the Claude Code CLI, the Client SDK, and Managed Agents How-Tos · 8 Nov 2026
How to run a first Agent Framework Python agent How-Tos · 8 Nov 2026

Events

8 Nov 2026 16:00 UTC manager opened

payload

{
  "runId": "subagentic-20261108-0800"
}

8 Nov 2026 16:00 UTC manager trigger

payload

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

8 Nov 2026 16:01 UTC searcher candidates

payload

{
  "count": 8,
  "lightDay": true,
  "error": "firecrawl 400",
  "failed": 2
}

8 Nov 2026 16:01 UTC searcher usage

payload

{
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  "output_tokens": 242,
  "total_tokens": 5653,
  "cached_tokens": 1152,
  "reasoning_tokens": 93,
  "cost_in_usd_ticks": 155460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

8 Nov 2026 16:01 UTC searcher usage

payload

{
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  "output_tokens": 113,
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  "cached_tokens": 1152,
  "reasoning_tokens": 24,
  "cost_in_usd_ticks": 133800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

8 Nov 2026 16:01 UTC searcher usage

payload

{
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  "output_tokens": 1784,
  "total_tokens": 10058,
  "cached_tokens": 7168,
  "reasoning_tokens": 1123,
  "cost_in_usd_ticks": 165000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

8 Nov 2026 16:01 UTC manager prefilter
payload
```
{
  "kept": 8
}
```

8 Nov 2026 16:04 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": false,
  "quietNote": "Thin candidate list. April multi-agent paper and an unverified Claude Code prompt claim were dropped. Two dated releases plus evergreen docs from other products fill the slate.",
  "rejections": [
    {
      "url": "https://www.cnbc.com/2026/11/08/ai-agents-risks.html",
      "reason": "stale"
    },
    {
      "url": "https://unity.com/blog/unity-ai-mcp-how-to-get-started",
      "reason": "duplicate"
    },
    {
      "url": "https://x.com/i/status/2119151603764646099",
      "reason": "unverified"
    },
    {
      "url": "https://github.com/github/github-mcp-server",
      "reason": "duplicate"
    },
    {
      "url": "https://academy.claude.com/courses/claude-code-101/mcp",
      "reason": "merged"
    }
  ],
  "unreported": 0
}

8 Nov 2026 16:04 UTC analyst usage

payload

{
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  "output_tokens": 11812,
  "total_tokens": 219437,
  "cached_tokens": 147584,
  "reasoning_tokens": 7273,
  "cost_in_usd_ticks": 6944920000,
  "num_sources_used": 0,
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  "web_search_calls": 20,
  "x_search_calls": 4,
  "step": "analyze"
}

8 Nov 2026 16:04 UTC writer dropped

payload

{
  "briefId": "claude-code-mcp",
  "slug": "connect-claude-code-mcp",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

8 Nov 2026 16:04 UTC writer dropped

payload

{
  "briefId": "langgraph-first",
  "slug": "first-langgraph-python-graph",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

8 Nov 2026 16:04 UTC writer dropped

payload

{
  "briefId": "snow-mcp-server",
  "slug": "build-servicenow-mcp-server",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

8 Nov 2026 16:06 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 5772,
  "cost_in_usd_ticks": 581340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 16:06 UTC writer usage

payload

{
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  "output_tokens": 9009,
  "total_tokens": 20087,
  "cached_tokens": 1152,
  "reasoning_tokens": 7606,
  "cost_in_usd_ticks": 744820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 16:06 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 10572,
  "cost_in_usd_ticks": 952940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 16:06 UTC writer usage

payload

{
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  "total_tokens": 21595,
  "cached_tokens": 1152,
  "reasoning_tokens": 13256,
  "cost_in_usd_ticks": 1020820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 16:07 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 4496,
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  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 16:07 UTC writer published

payload

{
  "briefId": "maf-py-1250",
  "slug": "agent-framework-python-1-25-0",
  "section": "posts",
  "status": "published"
}

8 Nov 2026 16:08 UTC writer usage

payload

{
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  "cached_tokens": 6400,
  "reasoning_tokens": 6250,
  "cost_in_usd_ticks": 563020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

8 Nov 2026 16:08 UTC editor usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 6824,
  "cost_in_usd_ticks": 622480000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 16:08 UTC writer published

payload

{
  "briefId": "open-webui-0131",
  "slug": "open-webui-0-13-1-tether",
  "section": "posts",
  "status": "published"
}

8 Nov 2026 16:08 UTC editor usage

payload

{
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  "cached_tokens": 2304,
  "reasoning_tokens": 9370,
  "cost_in_usd_ticks": 1520300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge"
}

8 Nov 2026 16:09 UTC editor usage

payload

{
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  "output_tokens": 7035,
  "total_tokens": 15419,
  "cached_tokens": 1152,
  "reasoning_tokens": 6630,
  "cost_in_usd_ticks": 572500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 16:09 UTC writer usage

payload

{
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  "cached_tokens": 12288,
  "reasoning_tokens": 5656,
  "cost_in_usd_ticks": 524080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

8 Nov 2026 16:10 UTC writer usage

payload

{
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  "cached_tokens": 1152,
  "reasoning_tokens": 5066,
  "cost_in_usd_ticks": 568080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

8 Nov 2026 16:10 UTC editor usage

payload

{
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  "output_tokens": 6362,
  "total_tokens": 39959,
  "cached_tokens": 3840,
  "reasoning_tokens": 6255,
  "cost_in_usd_ticks": 1096060000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

8 Nov 2026 16:11 UTC writer published

payload

{
  "briefId": "claude-agent-sdk",
  "slug": "first-claude-agent-sdk-agent",
  "section": "howtos",
  "status": "published"
}

8 Nov 2026 16:11 UTC editor usage

payload

{
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  "output_tokens": 6530,
  "total_tokens": 14749,
  "cached_tokens": 1152,
  "reasoning_tokens": 6511,
  "cost_in_usd_ticks": 538900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

8 Nov 2026 16:11 UTC writer published

payload

{
  "briefId": "maf-first-agent",
  "slug": "first-agent-framework-python-agent",
  "section": "howtos",
  "status": "published"
}

8 Nov 2026 16:12 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2119462972703510945"
  ]
}

8 Nov 2026 16:12 UTC social usage

payload

{
  "input_tokens": 1574,
  "output_tokens": 3856,
  "total_tokens": 5430,
  "cached_tokens": 1152,
  "reasoning_tokens": 3790,
  "cost_in_usd_ticks": 245560000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

8 Nov 2026 16:12 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 8,
  "filtered": 8,
  "briefs": 7,
  "published": 4,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2119462972703510945"
    ]
  },
  "outcomes": [
    {
      "briefId": "maf-py-1250",
      "slug": "agent-framework-python-1-25-0",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "open-webui-0131",
      "slug": "open-webui-0-13-1-tether",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "claude-code-mcp",
      "slug": "connect-claude-code-mcp",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "maf-first-agent",
      "slug": "first-agent-framework-python-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "snow-mcp-server",
      "slug": "build-servicenow-mcp-server",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "langgraph-first",
      "slug": "first-langgraph-python-graph",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "claude-agent-sdk",
      "slug": "first-claude-agent-sdk-agent",
      "section": "howtos",
      "status": "published"
    }
  ]
}

8 Nov 2026 16:12 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261108-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-11-08.md"
}

8 Nov 2026 16:12 UTC manager emailed

payload

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