Run log

subagentic-20261107-0800

success started 7 Nov 2026 16:00 UTC finished 7 Nov 2026 16:16 UTC 4 articles

All runs · How a run works · GitHub daily log

Published

Ant Ling releases Ling-3.2-flash, a 560B multimodal MoE News · 7 Nov 2026
Meta rolls Active Memory and Active Focus into Muse and Meta AI News · 7 Nov 2026
How to connect Codex to an MCP server How-Tos · 7 Nov 2026
Anthropic maps how Claude keeps agent memory News · 7 Nov 2026

Events

7 Nov 2026 16:00 UTC manager opened

payload

{
  "runId": "subagentic-20261107-0800"
}

7 Nov 2026 16:00 UTC manager trigger

payload

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

7 Nov 2026 16:01 UTC searcher candidates

payload

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

7 Nov 2026 16:01 UTC searcher usage

payload

{
  "input_tokens": 5624,
  "output_tokens": 197,
  "total_tokens": 5821,
  "cached_tokens": 1152,
  "reasoning_tokens": 50,
  "cost_in_usd_ticks": 107020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-0"
}

7 Nov 2026 16:01 UTC searcher usage

payload

{
  "input_tokens": 9732,
  "output_tokens": 145,
  "total_tokens": 9877,
  "cached_tokens": 5504,
  "reasoning_tokens": 64,
  "cost_in_usd_ticks": 120780000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

7 Nov 2026 16:01 UTC searcher usage

payload

{
  "input_tokens": 45445,
  "output_tokens": 3273,
  "total_tokens": 48718,
  "cached_tokens": 36224,
  "reasoning_tokens": 2363,
  "cost_in_usd_ticks": 1511920000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 3,
  "web_search_calls": 0,
  "x_search_calls": 3,
  "step": "search-2"
}

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

7 Nov 2026 16:03 UTC analyst slate

payload

{
  "count": 7,
  "quietDay": false,
  "rejections": [
    {
      "url": "https://code.claude.com/docs/en/mcp",
      "reason": "duplicate"
    },
    {
      "url": "https://code.claude.com/docs/en/mcp-quickstart",
      "reason": "duplicate"
    },
    {
      "url": "https://academy.claude.com/courses/claude-code-101/mcp",
      "reason": "duplicate"
    },
    {
      "url": "https://x.com/i/status/2118738498702410109",
      "reason": "low-signal"
    }
  ],
  "unreported": 0
}

7 Nov 2026 16:03 UTC analyst usage

payload

{
  "input_tokens": 103980,
  "output_tokens": 8640,
  "total_tokens": 112620,
  "cached_tokens": 63232,
  "reasoning_tokens": 4510,
  "cost_in_usd_ticks": 3099520000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 16,
  "web_search_calls": 11,
  "x_search_calls": 5,
  "step": "analyze"
}

7 Nov 2026 16:03 UTC writer dropped

payload

{
  "briefId": "langgraph-first-agent",
  "slug": "how-to-run-first-langgraph-agent",
  "section": "howtos",
  "status": "dropped",
  "reason": "no usable source prose"
}

7 Nov 2026 16:05 UTC writer usage

payload

{
  "input_tokens": 7384,
  "output_tokens": 11260,
  "total_tokens": 18644,
  "cached_tokens": 1152,
  "reasoning_tokens": 10400,
  "cost_in_usd_ticks": 806000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:05 UTC writer usage

payload

{
  "input_tokens": 3808,
  "output_tokens": 11774,
  "total_tokens": 15582,
  "cached_tokens": 1152,
  "reasoning_tokens": 10947,
  "cost_in_usd_ticks": 765320000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:05 UTC writer usage

payload

{
  "input_tokens": 3062,
  "output_tokens": 10405,
  "total_tokens": 13467,
  "cached_tokens": 1152,
  "reasoning_tokens": 9684,
  "cost_in_usd_ticks": 668260000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:05 UTC writer usage

payload

{
  "input_tokens": 23852,
  "output_tokens": 9050,
  "total_tokens": 32902,
  "cached_tokens": 1152,
  "reasoning_tokens": 7525,
  "cost_in_usd_ticks": 1002760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:05 UTC editor usage

payload

{
  "input_tokens": 7269,
  "output_tokens": 3971,
  "total_tokens": 11240,
  "cached_tokens": 1152,
  "reasoning_tokens": 3952,
  "cost_in_usd_ticks": 366360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

7 Nov 2026 16:06 UTC editor usage

payload

{
  "input_tokens": 2852,
  "output_tokens": 4042,
  "total_tokens": 6894,
  "cached_tokens": 1152,
  "reasoning_tokens": 3879,
  "cost_in_usd_ticks": 282280000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

7 Nov 2026 16:06 UTC writer published

payload

{
  "briefId": "ling-32-flash",
  "slug": "ant-ling-3-2-flash",
  "section": "posts",
  "status": "published"
}

7 Nov 2026 16:06 UTC writer usage

payload

{
  "input_tokens": 11106,
  "output_tokens": 18785,
  "total_tokens": 29891,
  "cached_tokens": 1152,
  "reasoning_tokens": 16256,
  "cost_in_usd_ticks": 1331940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:06 UTC writer usage

payload

{
  "input_tokens": 25425,
  "output_tokens": 7755,
  "total_tokens": 33180,
  "cached_tokens": 23808,
  "reasoning_tokens": 6223,
  "cost_in_usd_ticks": 616680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

7 Nov 2026 16:06 UTC editor usage

payload

{
  "input_tokens": 3596,
  "output_tokens": 7494,
  "total_tokens": 11090,
  "cached_tokens": 1152,
  "reasoning_tokens": 7475,
  "cost_in_usd_ticks": 504280000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

7 Nov 2026 16:07 UTC writer usage

payload

{
  "input_tokens": 3928,
  "output_tokens": 4295,
  "total_tokens": 8223,
  "cached_tokens": 1152,
  "reasoning_tokens": 3464,
  "cost_in_usd_ticks": 318980000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

7 Nov 2026 16:07 UTC writer published

payload

{
  "briefId": "muse-active-memory",
  "slug": "muse-meta-ai-active-memory",
  "section": "posts",
  "status": "published"
}

7 Nov 2026 16:08 UTC editor usage

payload

{
  "input_tokens": 25534,
  "output_tokens": 5280,
  "total_tokens": 30814,
  "cached_tokens": 1152,
  "reasoning_tokens": 4818,
  "cost_in_usd_ticks": 810200000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

7 Nov 2026 16:08 UTC writer dropped

payload

{
  "briefId": "crewai-first-flow",
  "slug": "how-to-run-first-crewai-flow",
  "section": "howtos",
  "status": "dropped",
  "reason": "Central how-to is absent: install the CLI, scaffold a flow, wire one researcher with a named tool, set named keys, then crewai install and crewai run. Those steps, file names, and key names are not in"
}

7 Nov 2026 16:08 UTC writer usage

payload

{
  "input_tokens": 13677,
  "output_tokens": 10259,
  "total_tokens": 23936,
  "cached_tokens": 11008,
  "reasoning_tokens": 7920,
  "cost_in_usd_ticks": 723960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

7 Nov 2026 16:08 UTC editor usage

payload

{
  "input_tokens": 2850,
  "output_tokens": 7205,
  "total_tokens": 10055,
  "cached_tokens": 1152,
  "reasoning_tokens": 6926,
  "cost_in_usd_ticks": 472020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

7 Nov 2026 16:08 UTC writer dropped

payload

{
  "briefId": "reynolds-openfoam",
  "slug": "reynolds-openfoam-agent",
  "section": "posts",
  "status": "dropped",
  "reason": "'A trial is free' is not in the Reynolds page, which only says use is free for individual engineers with a verified work email and that no card is required.; The November 6 post text does not name Rey"
}

7 Nov 2026 16:11 UTC editor usage

payload

{
  "input_tokens": 130252,
  "output_tokens": 14576,
  "total_tokens": 144828,
  "cached_tokens": 97664,
  "reasoning_tokens": 14206,
  "cost_in_usd_ticks": 2314640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 6,
  "web_search_calls": 6,
  "x_search_calls": 0,
  "step": "record-judge"
}

7 Nov 2026 16:11 UTC writer published

payload

{
  "briefId": "codex-mcp-connect",
  "slug": "how-to-connect-codex-mcp",
  "section": "howtos",
  "status": "published"
}

7 Nov 2026 16:12 UTC writer usage

payload

{
  "input_tokens": 10686,
  "output_tokens": 18286,
  "total_tokens": 28972,
  "cached_tokens": 1152,
  "reasoning_tokens": 16259,
  "cost_in_usd_ticks": 1293600000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

7 Nov 2026 16:13 UTC editor usage

payload

{
  "input_tokens": 11724,
  "output_tokens": 8165,
  "total_tokens": 19889,
  "cached_tokens": 1536,
  "reasoning_tokens": 7935,
  "cost_in_usd_ticks": 701340000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

7 Nov 2026 16:14 UTC writer usage

payload

{
  "input_tokens": 12947,
  "output_tokens": 4794,
  "total_tokens": 17741,
  "cached_tokens": 1152,
  "reasoning_tokens": 2729,
  "cost_in_usd_ticks": 529300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

7 Nov 2026 16:15 UTC editor usage

payload

{
  "input_tokens": 11761,
  "output_tokens": 8213,
  "total_tokens": 19974,
  "cached_tokens": 1536,
  "reasoning_tokens": 8194,
  "cost_in_usd_ticks": 704960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

7 Nov 2026 16:15 UTC writer published

payload

{
  "briefId": "agent-memory-dreaming",
  "slug": "anthropic-agent-memory-dreaming",
  "section": "posts",
  "status": "published"
}

7 Nov 2026 16:16 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2119101577893986428"
  ]
}

7 Nov 2026 16:16 UTC social usage

payload

{
  "input_tokens": 1555,
  "output_tokens": 1084,
  "total_tokens": 2639,
  "cached_tokens": 1152,
  "reasoning_tokens": 1030,
  "cost_in_usd_ticks": 78860000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

7 Nov 2026 16:16 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 8,
  "filtered": 8,
  "briefs": 7,
  "published": 4,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2119101577893986428"
    ]
  },
  "outcomes": [
    {
      "briefId": "agent-memory-dreaming",
      "slug": "anthropic-agent-memory-dreaming",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "muse-active-memory",
      "slug": "muse-meta-ai-active-memory",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "codex-mcp-connect",
      "slug": "how-to-connect-codex-mcp",
      "section": "howtos",
      "status": "published"
    },
    {
      "briefId": "crewai-first-flow",
      "slug": "how-to-run-first-crewai-flow",
      "section": "howtos",
      "status": "dropped",
      "reason": "Central how-to is absent: install the CLI, scaffold a flow, wire one researcher with a named tool, set named keys, then crewai install and crewai run. Those steps, file names, and key names are not in"
    },
    {
      "briefId": "langgraph-first-agent",
      "slug": "how-to-run-first-langgraph-agent",
      "section": "howtos",
      "status": "dropped",
      "reason": "no usable source prose"
    },
    {
      "briefId": "ling-32-flash",
      "slug": "ant-ling-3-2-flash",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "reynolds-openfoam",
      "slug": "reynolds-openfoam-agent",
      "section": "posts",
      "status": "dropped",
      "reason": "'A trial is free' is not in the Reynolds page, which only says use is free for individual engineers with a verified work email and that no card is required.; The November 6 post text does not name Rey"
    }
  ]
}

7 Nov 2026 16:16 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20261107-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-11-07.md"
}

7 Nov 2026 16:16 UTC manager emailed

payload

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