Run log

subagentic-20260925-0800

success started 25 Sep 2026 15:00 UTC finished 25 Sep 2026 15:25 UTC 3 articles

All runs · How a run works · GitHub daily log

Published

Nebius and WEKA: shared KV cache served 2.4× agentic requests on HGX B300 News · 25 Sep 2026
LangSmith Managed Deep Agents 0.8 adds user-scoped auth, memory, and HTTP channels News · 25 Sep 2026
Claude agents flag a CRISPR-like phage enzyme system Anthropic still cannot explain News · 25 Sep 2026

Events

25 Sep 2026 15:00 UTC manager opened

payload

{
  "runId": "subagentic-20260925-0800"
}

25 Sep 2026 15:00 UTC manager trigger

payload

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

25 Sep 2026 15:02 UTC searcher candidates
payload
```
{
  "count": 10,
  "lightDay": false
}
```

25 Sep 2026 15:02 UTC searcher usage

payload

{
  "input_tokens": 4529,
  "output_tokens": 1240,
  "total_tokens": 5769,
  "cached_tokens": 512,
  "reasoning_tokens": 1083,
  "cost_in_usd_ticks": 657300000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "search-0"
}

25 Sep 2026 15:02 UTC searcher usage

payload

{
  "input_tokens": 9557,
  "output_tokens": 1445,
  "total_tokens": 11002,
  "cached_tokens": 4480,
  "reasoning_tokens": 1427,
  "cost_in_usd_ticks": 210640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-1"
}

25 Sep 2026 15:02 UTC searcher usage

payload

{
  "input_tokens": 11858,
  "output_tokens": 3404,
  "total_tokens": 15262,
  "cached_tokens": 512,
  "reasoning_tokens": 2401,
  "cost_in_usd_ticks": 433720000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "search-2"
}

25 Sep 2026 15:02 UTC manager prefilter
payload
```
{
  "kept": 10
}
```

25 Sep 2026 15:04 UTC analyst slate

payload

{
  "count": 4,
  "quietDay": false,
  "rejections": [
    {
      "url": "https://research.google/pubs/openclaw-in-practice-building-laptop-less-engineering-workflows-with-an-agent-harness/",
      "reason": "unverified"
    },
    {
      "url": "https://claude.com/blog/agent-capabilities-api",
      "reason": "stale"
    },
    {
      "url": "https://www.anthropic.com/claude-fable-and-mythos-5-1",
      "reason": "stale"
    },
    {
      "url": "https://www.jan.ai/docs/desktop/integrations/openclaw",
      "reason": "unverified"
    },
    {
      "url": "https://x.com/i/status/2103280866084708510",
      "reason": "low-signal"
    },
    {
      "url": "https://x.com/i/status/2103213282618167787",
      "reason": "promotional"
    }
  ],
  "unreported": 0
}

25 Sep 2026 15:04 UTC analyst usage

payload

{
  "input_tokens": 97340,
  "output_tokens": 6545,
  "total_tokens": 103885,
  "cached_tokens": 512,
  "reasoning_tokens": 3744,
  "cost_in_usd_ticks": 3531820000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 16,
  "web_search_calls": 13,
  "x_search_calls": 3,
  "step": "analyze"
}

25 Sep 2026 15:06 UTC writer usage

payload

{
  "input_tokens": 11477,
  "output_tokens": 8079,
  "total_tokens": 19556,
  "cached_tokens": 512,
  "reasoning_tokens": 6861,
  "cost_in_usd_ticks": 706600000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:06 UTC writer usage

payload

{
  "input_tokens": 18033,
  "output_tokens": 7862,
  "total_tokens": 25895,
  "cached_tokens": 512,
  "reasoning_tokens": 5586,
  "cost_in_usd_ticks": 824700000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:07 UTC writer usage

payload

{
  "input_tokens": 9680,
  "output_tokens": 12086,
  "total_tokens": 21766,
  "cached_tokens": 512,
  "reasoning_tokens": 9838,
  "cost_in_usd_ticks": 911080000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:07 UTC editor usage

payload

{
  "input_tokens": 11547,
  "output_tokens": 4345,
  "total_tokens": 15892,
  "cached_tokens": 512,
  "reasoning_tokens": 4326,
  "cost_in_usd_ticks": 483960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:08 UTC writer published

payload

{
  "briefId": "nebius-weka-kv-b300",
  "slug": "nebius-weka-shared-kv-cache-b300",
  "section": "posts",
  "status": "published"
}

25 Sep 2026 15:08 UTC writer usage

payload

{
  "input_tokens": 20380,
  "output_tokens": 8713,
  "total_tokens": 29093,
  "cached_tokens": 17920,
  "reasoning_tokens": 6386,
  "cost_in_usd_ticks": 661580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

25 Sep 2026 15:09 UTC editor usage

payload

{
  "input_tokens": 20260,
  "output_tokens": 3238,
  "total_tokens": 23498,
  "cached_tokens": 512,
  "reasoning_tokens": 3129,
  "cost_in_usd_ticks": 591800000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:09 UTC writer dropped

payload

{
  "briefId": "maf-local-mcp",
  "slug": "how-to-use-mcp-tools-agent-framework",
  "section": "howtos",
  "status": "dropped",
  "reason": "Body contains an unfinished placeholder ('The HTTP sample uses ``.'), so the draft is half-done and fails closed.; HTTP/WebSocket/host-payload material is otherwise sourced, but the empty code span is"
}

25 Sep 2026 15:10 UTC writer usage

payload

{
  "input_tokens": 11984,
  "output_tokens": 13583,
  "total_tokens": 25567,
  "cached_tokens": 9600,
  "reasoning_tokens": 11304,
  "cost_in_usd_ticks": 910660000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

25 Sep 2026 15:11 UTC writer usage

payload

{
  "input_tokens": 9323,
  "output_tokens": 7487,
  "total_tokens": 16810,
  "cached_tokens": 9216,
  "reasoning_tokens": 6566,
  "cost_in_usd_ticks": 497440000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:11 UTC editor usage

payload

{
  "input_tokens": 11775,
  "output_tokens": 4391,
  "total_tokens": 16166,
  "cached_tokens": 512,
  "reasoning_tokens": 4205,
  "cost_in_usd_ticks": 491280000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:12 UTC editor usage

payload

{
  "input_tokens": 9230,
  "output_tokens": 3546,
  "total_tokens": 12776,
  "cached_tokens": 512,
  "reasoning_tokens": 3411,
  "cost_in_usd_ticks": 389680000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:13 UTC writer usage

payload

{
  "input_tokens": 10343,
  "output_tokens": 3814,
  "total_tokens": 14157,
  "cached_tokens": 9216,
  "reasoning_tokens": 2955,
  "cost_in_usd_ticks": 297460000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

25 Sep 2026 15:13 UTC writer usage

payload

{
  "input_tokens": 12082,
  "output_tokens": 8655,
  "total_tokens": 20737,
  "cached_tokens": 9600,
  "reasoning_tokens": 6298,
  "cost_in_usd_ticks": 616940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

25 Sep 2026 15:13 UTC editor usage

payload

{
  "input_tokens": 9213,
  "output_tokens": 2780,
  "total_tokens": 11993,
  "cached_tokens": 512,
  "reasoning_tokens": 2761,
  "cost_in_usd_ticks": 343380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

25 Sep 2026 15:14 UTC writer published

payload

{
  "briefId": "mda-08-auth-memory",
  "slug": "langsmith-managed-deep-agents-0-8",
  "section": "posts",
  "status": "published"
}

25 Sep 2026 15:14 UTC editor usage

payload

{
  "input_tokens": 11805,
  "output_tokens": 4689,
  "total_tokens": 16494,
  "cached_tokens": 1920,
  "reasoning_tokens": 4467,
  "cost_in_usd_ticks": 488640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

25 Sep 2026 15:14 UTC writer dropped

payload

{
  "briefId": "aws-transform-mcp",
  "slug": "how-to-connect-aws-transform-mcp",
  "section": "howtos",
  "status": "dropped",
  "reason": "VS Code and Open VSX install targets are blank, so those setup claims are incomplete versus the fetched pages.; SSO start-URL example is empty (` `` `); the blog supplies https://d-1234567890.awsapps."
}

25 Sep 2026 15:16 UTC searcher replenishment
payload
```
{
  "count": 8,
  "kept": 8,
  "remaining": 3
}
```

25 Sep 2026 15:16 UTC searcher usage

payload

{
  "input_tokens": 5456,
  "output_tokens": 972,
  "total_tokens": 6428,
  "cached_tokens": 512,
  "reasoning_tokens": 802,
  "cost_in_usd_ticks": 159760000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "replenish-search-0"
}

25 Sep 2026 15:16 UTC searcher usage

payload

{
  "input_tokens": 9370,
  "output_tokens": 933,
  "total_tokens": 10303,
  "cached_tokens": 3200,
  "reasoning_tokens": 782,
  "cost_in_usd_ticks": 645380000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 1,
  "web_search_calls": 0,
  "x_search_calls": 1,
  "step": "replenish-search-1"
}

25 Sep 2026 15:16 UTC searcher usage

payload

{
  "input_tokens": 11260,
  "output_tokens": 4027,
  "total_tokens": 15287,
  "cached_tokens": 9344,
  "reasoning_tokens": 3342,
  "cost_in_usd_ticks": 326660000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "replenish-search-2"
}

25 Sep 2026 15:18 UTC analyst replenishment

payload

{
  "count": 3,
  "rejections": [
    {
      "url": "https://hermes-agent.nousresearch.com/docs/guides/use-mcp-with-hermes/",
      "reason": "duplicate"
    },
    {
      "url": "https://github.com/Enderfga/claw-orchestrator",
      "reason": "low-signal"
    },
    {
      "url": "https://docs.aimlapi.com/integrations/openclaw",
      "reason": "promotional"
    },
    {
      "url": "https://github.com/goldmar/openclaw-code-agent",
      "reason": "low-signal"
    },
    {
      "url": "https://docs.warp.dev/agents/cli-agents/overview/",
      "reason": "selection-cap"
    }
  ]
}

25 Sep 2026 15:18 UTC analyst usage

payload

{
  "input_tokens": 78262,
  "output_tokens": 5912,
  "total_tokens": 84174,
  "cached_tokens": 35840,
  "reasoning_tokens": 3553,
  "cost_in_usd_ticks": 2132360000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 11,
  "web_search_calls": 9,
  "x_search_calls": 2,
  "step": "replenish-analyze"
}

25 Sep 2026 15:19 UTC writer usage

payload

{
  "input_tokens": 13144,
  "output_tokens": 7252,
  "total_tokens": 20396,
  "cached_tokens": 0,
  "reasoning_tokens": 6341,
  "cost_in_usd_ticks": 698000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:19 UTC writer usage

payload

{
  "input_tokens": 12714,
  "output_tokens": 7540,
  "total_tokens": 20254,
  "cached_tokens": 512,
  "reasoning_tokens": 6869,
  "cost_in_usd_ticks": 699000000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:20 UTC writer usage

payload

{
  "input_tokens": 10948,
  "output_tokens": 8421,
  "total_tokens": 19369,
  "cached_tokens": 1280,
  "reasoning_tokens": 6061,
  "cost_in_usd_ticks": 705020000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-write"
}

25 Sep 2026 15:20 UTC editor usage

payload

{
  "input_tokens": 12975,
  "output_tokens": 3868,
  "total_tokens": 16843,
  "cached_tokens": 512,
  "reasoning_tokens": 3849,
  "cost_in_usd_ticks": 483900000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:21 UTC editor usage

payload

{
  "input_tokens": 12462,
  "output_tokens": 4473,
  "total_tokens": 16935,
  "cached_tokens": 512,
  "reasoning_tokens": 4158,
  "cost_in_usd_ticks": 509940000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge"
}

25 Sep 2026 15:21 UTC writer usage

payload

{
  "input_tokens": 13393,
  "output_tokens": 4705,
  "total_tokens": 18098,
  "cached_tokens": 10880,
  "reasoning_tokens": 2315,
  "cost_in_usd_ticks": 386960000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-rewrite-gate"
}

25 Sep 2026 15:21 UTC writer published

payload

{
  "briefId": "r2-0",
  "slug": "claude-discovers-art-enzyme-system",
  "section": "posts",
  "status": "published"
}

25 Sep 2026 15:22 UTC writer usage

payload

{
  "input_tokens": 13700,
  "output_tokens": 7888,
  "total_tokens": 21588,
  "cached_tokens": 12672,
  "reasoning_tokens": 7194,
  "cost_in_usd_ticks": 557200000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

25 Sep 2026 15:23 UTC editor usage

payload

{
  "input_tokens": 59580,
  "output_tokens": 8464,
  "total_tokens": 68044,
  "cached_tokens": 23936,
  "reasoning_tokens": 7700,
  "cost_in_usd_ticks": 1440400000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 2,
  "web_search_calls": 2,
  "x_search_calls": 0,
  "step": "record-judge"
}

25 Sep 2026 15:24 UTC editor usage

payload

{
  "input_tokens": 12481,
  "output_tokens": 4707,
  "total_tokens": 17188,
  "cached_tokens": 896,
  "reasoning_tokens": 4449,
  "cost_in_usd_ticks": 518600000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-judge-again"
}

25 Sep 2026 15:24 UTC writer dropped

payload

{
  "briefId": "r2-1",
  "slug": "openclaw-2026-9-6-restart-recovery",
  "section": "posts",
  "status": "dropped",
  "reason": "below 90 after revise score=79"
}

25 Sep 2026 15:24 UTC writer usage

payload

{
  "input_tokens": 13939,
  "output_tokens": 6601,
  "total_tokens": 20540,
  "cached_tokens": 10880,
  "reasoning_tokens": 4231,
  "cost_in_usd_ticks": 511640000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "record-revise"
}

25 Sep 2026 15:24 UTC writer dropped

payload

{
  "briefId": "r2-2",
  "slug": "how-to-enable-hermes-computer-use",
  "section": "howtos",
  "status": "dropped",
  "reason": "unsourced commands: install.sh; install.ps1; install.sh; install.ps1"
}

25 Sep 2026 15:25 UTC social posted

payload

{
  "status": "posted",
  "tweetIds": [
    "2103506087886692625"
  ]
}

25 Sep 2026 15:25 UTC social usage

payload

{
  "input_tokens": 960,
  "output_tokens": 1001,
  "total_tokens": 1961,
  "cached_tokens": 512,
  "reasoning_tokens": 928,
  "cost_in_usd_ticks": 71580000,
  "num_sources_used": 0,
  "num_server_side_tools_used": 0,
  "step": "social"
}

25 Sep 2026 15:25 UTC manager closed

payload

{
  "status": "success",
  "source": "cron",
  "searched": 18,
  "filtered": 18,
  "briefs": 7,
  "replenished": 3,
  "published": 3,
  "social": {
    "status": "posted",
    "tweetIds": [
      "2103506087886692625"
    ]
  },
  "outcomes": [
    {
      "briefId": "mda-08-auth-memory",
      "slug": "langsmith-managed-deep-agents-0-8",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "nebius-weka-kv-b300",
      "slug": "nebius-weka-shared-kv-cache-b300",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "aws-transform-mcp",
      "slug": "how-to-connect-aws-transform-mcp",
      "section": "howtos",
      "status": "dropped",
      "reason": "VS Code and Open VSX install targets are blank, so those setup claims are incomplete versus the fetched pages.; SSO start-URL example is empty (` `` `); the blog supplies https://d-1234567890.awsapps."
    },
    {
      "briefId": "maf-local-mcp",
      "slug": "how-to-use-mcp-tools-agent-framework",
      "section": "howtos",
      "status": "dropped",
      "reason": "Body contains an unfinished placeholder ('The HTTP sample uses ``.'), so the draft is half-done and fails closed.; HTTP/WebSocket/host-payload material is otherwise sourced, but the empty code span is"
    },
    {
      "briefId": "r2-0",
      "slug": "claude-discovers-art-enzyme-system",
      "section": "posts",
      "status": "published"
    },
    {
      "briefId": "r2-1",
      "slug": "openclaw-2026-9-6-restart-recovery",
      "section": "posts",
      "status": "dropped",
      "reason": "below 90 after revise score=79"
    },
    {
      "briefId": "r2-2",
      "slug": "how-to-enable-hermes-computer-use",
      "section": "howtos",
      "status": "dropped",
      "reason": "unsourced commands: install.sh; install.ps1; install.sh; install.ps1"
    }
  ]
}

25 Sep 2026 15:25 UTC manager exported

payload

{
  "logKey": "runs/subagentic-20260925-0800/daily_log.md",
  "githubUrl": "https://github.com/subagentic/subagentic-ai-transparency/blob/main/daily_log_2026-09-25.md"
}

25 Sep 2026 15:25 UTC manager emailed

payload

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