Run log

subagentic-20261107-2000

success started 8 Nov 2026 04:00 UTC finished 8 Nov 2026 04:20 UTC 4 articles

All runs · How a run works · GitHub daily log

Published

ADK Python 2.14.0 graduates environments, A2A, and eval News · 8 Nov 2026
How to develop a FastAPI app with an AI coding agent How-Tos · 8 Nov 2026
How to run a first Strands Python agent How-Tos · 8 Nov 2026
How to build a first CrewAI research crew How-Tos · 8 Nov 2026

Events

8 Nov 2026 04:00 UTC manager opened

payload

{
  "runId": "subagentic-20261107-2000"
}

8 Nov 2026 04:00 UTC manager trigger

payload

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

8 Nov 2026 04:01 UTC searcher candidates

payload

{
  "count": 7,
  "lightDay": true,
  "error": "firecrawl 400",
  "failed": 2
}

8 Nov 2026 04:01 UTC searcher usage

payload

{
  "input_tokens": 5847,
  "output_tokens": 231,
  "total_tokens": 6078,
  "cached_tokens": 1152,
  "reasoning_tokens": 93,
  "cost_in_usd_ticks": 363520000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

8 Nov 2026 04:01 UTC searcher usage

payload

{
  "input_tokens": 9276,
  "output_tokens": 100,
  "total_tokens": 9376,
  "cached_tokens": 1152,
  "reasoning_tokens": 14,
  "cost_in_usd_ticks": 174240000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

8 Nov 2026 04:01 UTC searcher usage

payload

{
  "input_tokens": 10362,
  "output_tokens": 2007,
  "total_tokens": 12369,
  "cached_tokens": 9216,
  "reasoning_tokens": 1459,
  "cost_in_usd_ticks": 189420000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

8 Nov 2026 04:01 UTC manager prefilter
payload
```
{
  "kept": 7
}
```

8 Nov 2026 04:06 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": true,
  "quietNote": "Thin confirmed news beyond FastAPI’s Nov 7 agent-skill docs and ADK Python 2.14.0. The rest are evergreen official how-tos from other harnesses.",
  "rejections": [
    {
      "url": "https://x.com/i/status/2119080693233754506",
      "reason": "duplicate"
    },
    {
      "url": "https://x.com/i/status/2119085426208104715",
      "reason": "unverified"
    },
    {
      "url": "https://modelcontextprotocol.io/docs/2026-07-28/develop/connect-local-servers",
      "reason": "low-signal"
    },
    {
      "url": "https://academy.claude.com/courses/claude-code-101/mcp",
      "reason": "merged"
    }
  ],
  "unreported": 0
}

8 Nov 2026 04:06 UTC analyst usage

payload

{
  "input_tokens": 164142,
  "output_tokens": 14825,
  "total_tokens": 178967,
  "cached_tokens": 106240,
  "reasoning_tokens": 10965,
  "cost_in_usd_ticks": 4178740000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 23,
  "web_search_calls": 19,
  "x_search_calls": 4,
  "step": "analyze"
}

8 Nov 2026 04:06 UTC writer dropped

payload

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

8 Nov 2026 04:08 UTC writer usage

payload

{
  "input_tokens": 3965,
  "output_tokens": 10160,
  "total_tokens": 14125,
  "cached_tokens": 1152,
  "reasoning_tokens": 8859,
  "cost_in_usd_ticks": 671620000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:08 UTC writer usage

payload

{
  "input_tokens": 13117,
  "output_tokens": 10289,
  "total_tokens": 23406,
  "cached_tokens": 1152,
  "reasoning_tokens": 8943,
  "cost_in_usd_ticks": 862400000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:08 UTC writer usage

payload

{
  "input_tokens": 13530,
  "output_tokens": 12959,
  "total_tokens": 26489,
  "cached_tokens": 1920,
  "reasoning_tokens": 10529,
  "cost_in_usd_ticks": 1019340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:08 UTC writer usage

payload

{
  "input_tokens": 13687,
  "output_tokens": 12325,
  "total_tokens": 26012,
  "cached_tokens": 1152,
  "reasoning_tokens": 10561,
  "cost_in_usd_ticks": 995960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:09 UTC writer usage

payload

{
  "input_tokens": 9601,
  "output_tokens": 19127,
  "total_tokens": 28728,
  "cached_tokens": 1152,
  "reasoning_tokens": 17456,
  "cost_in_usd_ticks": 1322360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:09 UTC editor usage

payload

{
  "input_tokens": 20280,
  "output_tokens": 9239,
  "total_tokens": 29519,
  "cached_tokens": 6400,
  "reasoning_tokens": 8862,
  "cost_in_usd_ticks": 1013940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 3,
  "x_search_calls": 0,
  "step": "record-judge"
}

8 Nov 2026 04:10 UTC writer usage

payload

{
  "input_tokens": 14485,
  "output_tokens": 10722,
  "total_tokens": 25207,
  "cached_tokens": 13056,
  "reasoning_tokens": 9420,
  "cost_in_usd_ticks": 737180000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

8 Nov 2026 04:10 UTC writer dropped

payload

{
  "briefId": "box-mcp-claude",
  "slug": "box-mcp-claude-code",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: . Later it points to Anthropic’s page, Connect Claude Code to tools via MCP, at"
}

8 Nov 2026 04:10 UTC writer usage

payload

{
  "input_tokens": 5549,
  "output_tokens": 3016,
  "total_tokens": 8565,
  "cached_tokens": 1152,
  "reasoning_tokens": 1751,
  "cost_in_usd_ticks": 274660000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

8 Nov 2026 04:10 UTC editor usage

payload

{
  "input_tokens": 14621,
  "output_tokens": 6809,
  "total_tokens": 21430,
  "cached_tokens": 1152,
  "reasoning_tokens": 6790,
  "cost_in_usd_ticks": 683680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 04:10 UTC writer usage

payload

{
  "input_tokens": 5485,
  "output_tokens": 23521,
  "total_tokens": 29006,
  "cached_tokens": 1152,
  "reasoning_tokens": 21271,
  "cost_in_usd_ticks": 1503680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

8 Nov 2026 04:10 UTC writer published

payload

{
  "briefId": "adk-python-2140",
  "slug": "adk-python-2-14-0",
  "section": "posts",
  "status": "published"
}

8 Nov 2026 04:12 UTC editor usage

payload

{
  "input_tokens": 61262,
  "output_tokens": 9967,
  "total_tokens": 71229,
  "cached_tokens": 32512,
  "reasoning_tokens": 9706,
  "cost_in_usd_ticks": 1735580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 8,
  "web_search_calls": 8,
  "x_search_calls": 0,
  "step": "record-judge-again"
}

8 Nov 2026 04:12 UTC writer usage

payload

{
  "input_tokens": 11312,
  "output_tokens": 14651,
  "total_tokens": 25963,
  "cached_tokens": 1920,
  "reasoning_tokens": 12979,
  "cost_in_usd_ticks": 1076500000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

8 Nov 2026 04:12 UTC writer published

payload

{
  "briefId": "fastapi-ai-docs",
  "slug": "fastapi-ai-coding-docs",
  "section": "howtos",
  "status": "published"
}

8 Nov 2026 04:13 UTC editor usage

payload

{
  "input_tokens": 11407,
  "output_tokens": 6837,
  "total_tokens": 18244,
  "cached_tokens": 1152,
  "reasoning_tokens": 6818,
  "cost_in_usd_ticks": 621080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 04:13 UTC writer usage

payload

{
  "input_tokens": 16078,
  "output_tokens": 27254,
  "total_tokens": 43332,
  "cached_tokens": 13440,
  "reasoning_tokens": 24692,
  "cost_in_usd_ticks": 1755200000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

8 Nov 2026 04:13 UTC writer published

payload

{
  "briefId": "strands-py-agent",
  "slug": "strands-python-first-agent",
  "section": "howtos",
  "status": "published"
}

8 Nov 2026 04:15 UTC editor usage

payload

{
  "input_tokens": 42375,
  "output_tokens": 9763,
  "total_tokens": 52138,
  "cached_tokens": 18816,
  "reasoning_tokens": 9331,
  "cost_in_usd_ticks": 1251040000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

8 Nov 2026 04:15 UTC writer usage

payload

{
  "input_tokens": 16435,
  "output_tokens": 4500,
  "total_tokens": 20935,
  "cached_tokens": 1920,
  "reasoning_tokens": 2101,
  "cost_in_usd_ticks": 569900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

8 Nov 2026 04:16 UTC writer usage

payload

{
  "input_tokens": 7791,
  "output_tokens": 32686,
  "total_tokens": 40477,
  "cached_tokens": 5376,
  "reasoning_tokens": 30893,
  "cost_in_usd_ticks": 2036340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

8 Nov 2026 04:17 UTC editor usage

payload

{
  "input_tokens": 42320,
  "output_tokens": 8460,
  "total_tokens": 50780,
  "cached_tokens": 18688,
  "reasoning_tokens": 8350,
  "cost_in_usd_ticks": 1173680000,
  "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 04:17 UTC writer published

payload

{
  "briefId": "crewai-first-crew",
  "slug": "crewai-first-crew",
  "section": "howtos",
  "status": "published"
}

8 Nov 2026 04:17 UTC editor usage

payload

{
  "input_tokens": 7457,
  "output_tokens": 6950,
  "total_tokens": 14407,
  "cached_tokens": 2688,
  "reasoning_tokens": 6761,
  "cost_in_usd_ticks": 525820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

8 Nov 2026 04:18 UTC writer usage

payload

{
  "input_tokens": 7461,
  "output_tokens": 2960,
  "total_tokens": 10421,
  "cached_tokens": 1920,
  "reasoning_tokens": 1185,
  "cost_in_usd_ticks": 298020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

8 Nov 2026 04:19 UTC editor usage

payload

{
  "input_tokens": 7441,
  "output_tokens": 7889,
  "total_tokens": 15330,
  "cached_tokens": 1152,
  "reasoning_tokens": 7765,
  "cost_in_usd_ticks": 604880000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

8 Nov 2026 04:20 UTC writer dropped

payload

{
  "briefId": "letta-agent-sdk",
  "slug": "letta-agent-sdk-quickstart",
  "section": "howtos",
  "status": "dropped",
  "reason": "The API-key step drops the URL that is in the fetched quickstart (https://platform.letta.com/api-keys), leaving a broken sentence. Other material claims and code blocks match the fetched cloud tab."
}

8 Nov 2026 04:20 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2119283801125711918"
  ]
}

8 Nov 2026 04:20 UTC social usage

payload

{
  "input_tokens": 1557,
  "output_tokens": 801,
  "total_tokens": 2358,
  "cached_tokens": 1152,
  "reasoning_tokens": 735,
  "cost_in_usd_ticks": 61920000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

8 Nov 2026 04:20 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 7,
  "filtered": 7,
  "briefs": 7,
  "published": 4,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2119283801125711918"
    ]
  },
  "outcomes": [
    {
      "briefId": "fastapi-ai-docs",
      "slug": "fastapi-ai-coding-docs",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "adk-python-2140",
      "slug": "adk-python-2-14-0",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "crewai-first-crew",
      "slug": "crewai-first-crew",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "strands-py-agent",
      "slug": "strands-python-first-agent",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "letta-agent-sdk",
      "slug": "letta-agent-sdk-quickstart",
      "section": "howtos",
      "status": "dropped",
      "reason": "The API-key step drops the URL that is in the fetched quickstart (https://platform.letta.com/api-keys), leaving a broken sentence. Other material claims and code blocks match the fetched cloud tab."
    },
    {
      "briefId": "box-mcp-claude",
      "slug": "box-mcp-claude-code",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: . Later it points to Anthropic’s page, Connect Claude Code to tools via MCP, at"
    },
    {
      "briefId": "claude-mcp-start",
      "slug": "claude-code-mcp-quickstart",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    }
  ]
}

8 Nov 2026 04:20 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261107-2000/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-11-07.md"
}

8 Nov 2026 04:20 UTC manager emailed

payload

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