{
 "id": "memory-the-librarian-saves-tokens",
 "schema": "sc-trace/1",
 "size": "medium",
 "title": "Memory: \"the librarian saves tokens\" to a measured number in 9 minutes, and six sessions replaced within the hour",
 "by": "incident.reporter@web-summit.dinis",
 "updated": "2026-11-11T11:17:00Z",
 "captured_at": "2026-11-11T04:03:00Z",
 "summary": [
  "Dinis (~02:50): \"we should make it much cheaper if another agent wanted to capture all this ... the librarian saves tokens and ... implements memory in a much more effective way.\" Five and a half minutes after the commit that records it, the librarian pushed a briefing pack; three minutes after that the accountant had measured it.",
  "The measurement: a new agent orienting itself added 39,775 tokens to its context from ten whole files, 14,164 from three files of the pack (64% less). On eight questions the whole files scored 8 of 8, the pack 6 right and 2 partly; after the librarian added the two missing rules a second run scored 8 of 8 at 14,734 tokens (accounts/pack-test.json; the accountant marked the answers; sub-agents, not full sessions).",
  "The accountant then measured the sessions themselves: 98.8% of 1.31 billion tokens was the context read again on every call; the six longest sessions were 61% of it. So the saving was not the pack alone but starting again from it.",
  "Six agents did within the hour: the librarian handed over to a fresh session at 03:02, then designer, observability, graph, weatherwatch and studio by 03:37; then the reporter, the librarian a second time and the journalist by 04:09 and the librarian a third time at 04:16 (ten hand-overs, eight roles). Measured on three of the first six: 74% to 84% less per call. Each fresh session reported what the pack had not told it, and the pack was corrected five times from those reports.",
  "One hand-over broke something: a fresh session working from a shallow clone rewrote the night's commit and session data; it restored them 3 minutes later and its tools now refuse a shallow clone. No person acted between the sentence and the sixth hand-over."
 ],
 "rests_on": [
  "BRIEF.md",
  "accounts/pack-test.json",
  "accounts/savings.md",
  "accounts/measure.md",
  "library/pack/start.md",
  "library/pack/history.md",
  "agents/librarian/status.json",
  "agents/designer/status.json",
  "agents/graph/HANDOVER.md",
  "agents/weatherwatch/HANDOVER.md",
  "agents/studio/HANDOVER.md",
  "data/keys.json",
  "agents/reporter/HANDOVER.md",
  "accounts/ledger/reporter.jsonl",
  "agents/journalist/status.json"
 ],
 "input": {
  "kind": "a spoken sentence",
  "what": "\"The whole idea that the librarian saves tokens and makes it cheaper and implements memory in a much more effective way.\" (BRIEF.md, ~02:50)"
 },
 "output": {
  "kind": "a pack, a measurement, six fresh sessions",
  "what": "library/pack/ (start.md, state.json, a pack per role); accounts/pack-test.json; six agents continued by fresh sessions started from the pack",
  "url": "https://storm-charles.promptugal.news/accounts/"
 },
 "status": "open: one step per hour; nine hand-overs between 10:09 and 11:14; the wind-down makes the hand-over the way the incident ends",
 "duration": {
  "from": "2026-11-11T02:49:18Z",
  "to": "2026-11-11T10:05:23Z",
  "note": "sentence recorded to pack: 5 min 37 s; to the first measured number: 8 min 44 s; to the first hand-over: 12 min 43 s; to the sixth: 47 min 49 s; to the ninth: 1 h 20 min 7 s"
 },
 "steps": [
  {
   "at": null,
   "at_note": "\"~02:50\" in BRIEF.md; recorded at 02:49:18",
   "actor": {
    "name": "Dinis Cruz",
    "kind": "person"
   },
   "kind": "voice brief",
   "in": "a team of 26 agents, most in sessions hours long",
   "out": "an accountant agent (\"do we have an accountant agent?\"); memory that makes the next agent cheaper; \"the librarian saves tokens\"",
   "handoff": {
    "to": "incident.conductor@web-summit.dinis",
    "via": "spoken, in his session with the conductor",
    "evidence_of_handoff": "BRIEF.md"
   },
   "evidence": [
    {
     "type": "file",
     "path": "BRIEF.md",
     "section": "Dinis, 11 November 2026, ~02:50 UTC: \"Memory that makes the next agent cheaper\"",
     "url": "https://storm-charles.promptugal.news/view/?path=BRIEF.md"
    }
   ],
   "n": 1
  },
  {
   "actor": {
    "name": "incident.conductor@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "brief and jobs",
   "sha": "ab8008ef978592bda87b062143704713401467a0",
   "in": "the sentence",
   "out": "BRIEF.md; in JOBS: the accountant (\"what the project costs ... where the savings are\") and \"the briefing pack that makes a new agent cheap to start (librarian)\"",
   "handoff": {
    "to": "incident.librarian@ and a new incident.accountant@",
    "via": "a message between sessions: not in the repository; a new session",
    "evidence_of_handoff": "agents/JOBS.md, \"Round two, third part\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/JOBS.md",
     "section": "Round two, third part",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/JOBS.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "ab8008ef978592bda87b062143704713401467a0",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/ab8008ef978592bda87b062143704713401467a0"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.322",
     "run": 322,
     "own_run": true,
     "served_by": "2026-11-11T02:49:52Z",
     "push_to_served_s": 31
    }
   ],
   "n": 2,
   "at": "2026-11-11T02:49:18Z",
   "agent_trailer": "incident.conductor@web-summit.dinis",
   "for": []
  },
  {
   "actor": {
    "name": "incident.librarian@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "first release",
   "sha": "31712102b685b91fd1dc17b260e8207d6084e879",
   "in": "the job; its own catalogue of every file",
   "out": "library/pack/: start.md, state.json, history.md, a pack per role, and what each costs to read; built by a generator on every push",
   "handoff": {
    "to": "incident.accountant@web-summit.dinis",
    "via": "the built files",
    "evidence_of_handoff": "accounts/pack-test.json: \"pack_built_from: tools/library-pack.mjs at commit 3171210, built in the accountant's clone\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "tools/library-pack.mjs",
     "url": "https://storm-charles.promptugal.news/view/?path=tools/library-pack.mjs"
    },
    {
     "type": "file",
     "path": "library/pack/start.md",
     "url": "https://storm-charles.promptugal.news/view/?path=library/pack/start.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "31712102b685b91fd1dc17b260e8207d6084e879",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/31712102b685b91fd1dc17b260e8207d6084e879"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.331",
     "run": 331,
     "own_run": true,
     "served_by": "2026-11-11T02:55:33Z",
     "push_to_served_s": 36
    }
   ],
   "n": 3,
   "at": "2026-11-11T02:54:55Z",
   "agent_trailer": "incident.librarian@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "at": "2026-11-11T02:56:08Z",
   "at_note": "run_at in accounts/pack-test.json",
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure",
   "in": "the pack, 73 s old",
   "out": "a test in a real session: two sub-agents start the same job, one from ten whole files (39,775 tokens added), one from three files of the pack (14,164); both answer eight questions: 8 of 8 from the whole files, 6 right and 2 partly from the pack (two rules were missing from it)",
   "handoff": {
    "to": "incident.librarian@web-summit.dinis",
    "via": "a message between sessions: not in the repository",
    "evidence_of_handoff": "the librarian's next commit carries the number"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/pack-test.json",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/pack-test.json"
    }
   ],
   "n": 4
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "first release",
   "sha": "5c6c532f602392e995cc1c3cc349d063185c128e",
   "in": "WS-148's method from the main site (every agent measures its tokens)",
   "out": "the accounts, round 1: model spend 0.92 of 20 US dollars, CI, tokens by agent where measured, and the measuring tool every agent runs on its own session",
   "handoff": {
    "to": "every agent",
    "via": "accounts/measure.md; the conductor's message backing it",
    "evidence_of_handoff": "\"tokens measured\" commits from 26 of 30 agents by 03:33 (accounts/savings.md)"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/measure.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/measure.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "5c6c532f602392e995cc1c3cc349d063185c128e",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/5c6c532f602392e995cc1c3cc349d063185c128e"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.342",
     "run": 342,
     "own_run": true,
     "served_by": "2026-11-11T02:58:48Z",
     "push_to_served_s": 45
    }
   ],
   "n": 5,
   "at": "2026-11-11T02:58:02Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.librarian@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "round",
   "sha": "e89408aeba05749646280d87d021bafda178e783",
   "in": "the measurement",
   "out": "the pack leads with it: \"64% less to read at the start, 25,611 tokens\", and gains \"the two rules its test found missing\"; the accountant's second run on the corrected pack: 14,734 tokens, 8 of 8",
   "handoff": {
    "to": "the next agent to start",
    "via": "library/pack/start.md",
    "evidence_of_handoff": "the commit"
   },
   "evidence": [
    {
     "type": "file",
     "path": "library/pack/start.md",
     "url": "https://storm-charles.promptugal.news/view/?path=library/pack/start.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "e89408aeba05749646280d87d021bafda178e783",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/e89408aeba05749646280d87d021bafda178e783"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.350",
     "run": 350,
     "own_run": false,
     "served_by": "2026-11-11T03:00:57Z",
     "push_to_served_s": 31
    }
   ],
   "n": 6,
   "at": "2026-11-11T03:00:09Z",
   "agent_trailer": "incident.librarian@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "finding",
   "sha": "f409559226e0ecf58dde51a916503269f1676d1b",
   "in": "the conductor's own token line",
   "out": "\"the conductor's session measured (327 million tokens in 758 calls, 99.4% re-reading the context; the agents' reports are the largest thing it reads)\"",
   "handoff": {
    "to": "incident.conductor@web-summit.dinis",
    "via": "accounts/savings.md",
    "evidence_of_handoff": "the hand-overs that follow; the conductor's decision to replace long sessions is not in the repository (its message to the reporter, 03:05, says \"after the accountant's measurement\")"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/savings.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/savings.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "f409559226e0ecf58dde51a916503269f1676d1b",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/f409559226e0ecf58dde51a916503269f1676d1b"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.350",
     "run": 350,
     "own_run": false,
     "served_by": "2026-11-11T03:00:57Z",
     "push_to_served_s": 31
    }
   ],
   "n": 7,
   "at": "2026-11-11T03:00:19Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.conductor@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "fix",
   "sha": "00ca42050429417aaed675631325e88f6ec37b85",
   "in": "three agents whose token line the path check refused (ffa7bb3, 01ea58a, 92ffb01: \"measured but not pushed\")",
   "out": "every agent owns its own line in accounts/ledger/<role>.jsonl; the accountant corrects its page (\"the path check failed, it did not warn\", 7a02b61)",
   "handoff": {
    "to": "every agent",
    "via": "agents/policy.json",
    "evidence_of_handoff": "the commit"
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/policy.json",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/policy.json"
    },
    {
     "type": "commit",
     "sha": "7a02b61",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/7a02b61",
     "note": "the measure page corrected"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "00ca42050429417aaed675631325e88f6ec37b85",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/00ca42050429417aaed675631325e88f6ec37b85"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.353",
     "run": 353,
     "own_run": true,
     "served_by": "2026-11-11T03:01:22Z",
     "push_to_served_s": 44
    }
   ],
   "n": 8,
   "at": "2026-11-11T03:00:36Z",
   "agent_trailer": "incident.conductor@web-summit.dinis",
   "for": [
    "incident.accountant@web-summit.dinis",
    "incident.meteorology@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.librarian@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "067df08ecada070dc9b46fdbd3adf9d1903db9f8",
   "in": "its own session, 94 million tokens when measured",
   "out": "the first hand-over: \"handed over to a fresh session started from the pack\"; the second session's key 58 s later (7ce6e99), the first marked handed over",
   "handoff": {
    "to": "incident.librarian@ (a second session)",
    "via": "a new session started by the conductor from the pack; the hand-over note in its status file",
    "evidence_of_handoff": "agents/librarian/status.json, \"handover\"; data/keys.json"
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/librarian/status.json",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/librarian/status.json"
    },
    {
     "type": "commit",
     "sha": "7ce6e99",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/7ce6e99",
     "note": "the second session's key"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "067df08ecada070dc9b46fdbd3adf9d1903db9f8",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/067df08ecada070dc9b46fdbd3adf9d1903db9f8"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.363",
     "run": 363,
     "own_run": false,
     "served_by": "2026-11-11T03:02:42Z",
     "push_to_served_s": 28
    }
   ],
   "n": 9,
   "at": "2026-11-11T03:02:01Z",
   "agent_trailer": "incident.librarian@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis",
    "incident.accountant@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.librarian@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "feedback",
   "sha": "b54daeacea8e0000f44f9165ee0f57eafe2f6a9b",
   "in": "what its own fresh start had to find out",
   "out": "\"the pack fixed from its first real start: where state.json and the role pack are, the clone, the key, the measure step\". Four more such corrections follow, one per fresh start: 8e8cd93 (03:18), 7eda565 (03:39), 0199c8b (03:42), 8a8c8a8 (03:56)",
   "handoff": {
    "to": "the next fresh session",
    "via": "library/pack/start.md",
    "evidence_of_handoff": "each commit names the session whose start it learned from"
   },
   "evidence": [
    {
     "type": "commit",
     "sha": "8e8cd93",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8e8cd93"
    },
    {
     "type": "commit",
     "sha": "7eda565",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/7eda565"
    },
    {
     "type": "commit",
     "sha": "0199c8b",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/0199c8b"
    },
    {
     "type": "commit",
     "sha": "8a8c8a8",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8a8c8a8"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "b54daeacea8e0000f44f9165ee0f57eafe2f6a9b",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/b54daeacea8e0000f44f9165ee0f57eafe2f6a9b"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.385",
     "run": 385,
     "own_run": true,
     "served_by": "2026-11-11T03:05:19Z",
     "push_to_served_s": 52
    }
   ],
   "n": 10,
   "at": "2026-11-11T03:04:25Z",
   "agent_trailer": "incident.librarian@web-summit.dinis",
   "for": [
    "incident.accountant@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.designer@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "cf079f3c87796365ddf53b2fa16d43be03c7cbcb",
   "in": "a session of 157 million tokens",
   "out": "a fresh designer session; 30 s later (51eb8c5) \"what the fresh start needed that the pack did not say\" in its status. Observability follows at 03:06:59 (8494cb1)",
   "handoff": {
    "to": "incident.librarian@web-summit.dinis",
    "via": "start_notes in its status file",
    "evidence_of_handoff": "the librarian's 2df7f77 and 8e8cd93"
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/designer/status.json",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/designer/status.json"
    },
    {
     "type": "commit",
     "sha": "8494cb1",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8494cb1",
     "note": "observability's second session"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "cf079f3c87796365ddf53b2fa16d43be03c7cbcb",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/cf079f3c87796365ddf53b2fa16d43be03c7cbcb"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.391",
     "run": 391,
     "own_run": true,
     "served_by": "2026-11-11T03:06:57Z",
     "push_to_served_s": 32
    }
   ],
   "n": 11,
   "at": "2026-11-11T03:06:24Z",
   "agent_trailer": "incident.designer@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.observability@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "mistake and fix",
   "sha": "55398276cad312ea2b32f1173efad99ca6136d55",
   "in": "a fresh session in a shallow clone",
   "out": "\"correction: the night's commits and sessions restored (my first two pushes rewrote them from a shallow clone); the tools now refuse a shallow clone\"; the pack says so from 03:18 (8e8cd93)",
   "handoff": {
    "to": "incident.librarian@web-summit.dinis",
    "via": "a message between sessions: not in the repository",
    "evidence_of_handoff": "the librarian's 8e8cd93: \"the pack from a second fresh start (observability's): the shallow clone ...\""
   },
   "evidence": [
    {
     "type": "commit",
     "sha": "8e8cd93",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8e8cd93"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "55398276cad312ea2b32f1173efad99ca6136d55",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/55398276cad312ea2b32f1173efad99ca6136d55"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.401",
     "run": 401,
     "own_run": true,
     "served_by": "2026-11-11T03:10:37Z",
     "push_to_served_s": 45
    }
   ],
   "n": 12,
   "at": "2026-11-11T03:09:49Z",
   "agent_trailer": "incident.observability@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure",
   "sha": "f8b319fe176ca9dec5731c9da2af444084f71764",
   "in": "the ledger lines of the sessions before and after",
   "out": "round 4: 26 of 30 agents measured, 1.31 billion tokens, 98.8% the context re-read; \"the fresh session measured on three agents (74% to 84% less per call)\"; the six largest sessions 61% of the tokens (e3d4f3e)",
   "handoff": {
    "to": "every agent and the conductor",
    "via": "accounts/savings.md; the agents page ranks sessions \"hand-over due\" (aec7766)",
    "evidence_of_handoff": "the three hand-overs that follow within five minutes"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/savings.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/savings.md"
    },
    {
     "type": "commit",
     "sha": "aec7766",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/aec7766"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "f8b319fe176ca9dec5731c9da2af444084f71764",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/f8b319fe176ca9dec5731c9da2af444084f71764"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.430",
     "run": 430,
     "own_run": true,
     "served_by": "2026-11-11T03:33:39Z",
     "push_to_served_s": 38
    }
   ],
   "n": 13,
   "at": "2026-11-11T03:32:58Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.graph@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "fe2c133398bbb358d348e61d0d023c95b942a84d",
   "in": "the ranking",
   "out": "agents/graph/HANDOVER.md; the fresh session takes the row at 03:36:18 (a8ae84e). weatherwatch (4041e5c 03:35:08, c197f9f 03:36:44) and studio (85779c5 03:35:18, 1fb0c5e 03:37:07) the same: six agents now run in a second session",
   "handoff": {
    "to": "three fresh sessions",
    "via": "a HANDOVER.md each; new sessions started by the conductor",
    "evidence_of_handoff": "the files; data/keys.json (first sessions marked handed over or ended)"
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/graph/HANDOVER.md",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/graph/HANDOVER.md"
    },
    {
     "type": "file",
     "path": "agents/weatherwatch/HANDOVER.md",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/weatherwatch/HANDOVER.md"
    },
    {
     "type": "file",
     "path": "agents/studio/HANDOVER.md",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/studio/HANDOVER.md"
    },
    {
     "type": "commit",
     "sha": "1fb0c5e",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/1fb0c5e",
     "note": "the sixth"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "fe2c133398bbb358d348e61d0d023c95b942a84d",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/fe2c133398bbb358d348e61d0d023c95b942a84d"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.432",
     "run": 432,
     "own_run": true,
     "served_by": "2026-11-11T03:35:26Z",
     "push_to_served_s": 37
    }
   ],
   "n": 14,
   "at": "2026-11-11T03:34:46Z",
   "agent_trailer": "incident.graph@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis",
    "incident.accountant@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.studio@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "told",
   "sha": "863d28febe2dce123df179ad8408d25574251441",
   "in": "the whole loop",
   "out": "a sixth explanation in the Studio, \"The hand-over\" (the sentence, the pack, the finding, five hand-overs measured), and measured figures put into \"What compression is\": Dinis's 00:30 idea, now with this team's own numbers",
   "handoff": {
    "to": "readers",
    "via": "the Studio",
    "evidence_of_handoff": "the commit"
   },
   "evidence": [
    {
     "type": "file",
     "path": "studio/README.md",
     "url": "https://storm-charles.promptugal.news/view/?path=studio/README.md"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "863d28febe2dce123df179ad8408d25574251441",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/863d28febe2dce123df179ad8408d25574251441"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.460",
     "run": 460,
     "own_run": true,
     "served_by": "2026-11-11T03:55:39Z",
     "push_to_served_s": 43
    }
   ],
   "n": 15,
   "at": "2026-11-11T03:54:54Z",
   "agent_trailer": "incident.studio@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis",
    "incident.accountant@web-summit.dinis",
    "incident.librarian@web-summit.dinis",
    "incident.reporter@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.reporter@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "2309e01c2902b27d1adbb4a2d92583a97702a11d",
   "in": "its own measured line: 320,145 tokens of context on the last of 72 calls (accounts/ledger/reporter.jsonl, 04:05:18), and the hand-over note it had written at 04:05",
   "out": "\"the first reporter session's key marked handed over (a fresh session carries on from agents/reporter/HANDOVER.md and the pack); this session pushes nothing more\". The second session's key followed 51 s later (6a509d6, 04:07:18); its first measured line, 12 calls in, carried 115,554 tokens a call. This trace is written by that second session from here on.",
   "handoff": {
    "to": "a fresh incident.reporter@ session",
    "via": "agents/reporter/HANDOVER.md, the pack, and a start prompt from the conductor (not in the repository)",
    "evidence_of_handoff": "data/keys.json: incident-reporter-dinis \"handed over\", incident-reporter-dinis-2 \"active\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/reporter/HANDOVER.md",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/reporter/HANDOVER.md"
    },
    {
     "type": "file",
     "path": "accounts/ledger/reporter.jsonl",
     "section": "the lines of 04:05:18 and 04:07:30",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/ledger/reporter.jsonl"
    },
    {
     "type": "commit",
     "sha": "6a509d6",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/6a509d6"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "2309e01c2902b27d1adbb4a2d92583a97702a11d",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/2309e01c2902b27d1adbb4a2d92583a97702a11d"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.469",
     "run": 469,
     "own_run": true,
     "served_by": "2026-11-11T04:07:13Z",
     "push_to_served_s": 43
    }
   ],
   "n": 16,
   "at": "2026-11-11T04:06:27Z",
   "agent_trailer": "incident.reporter@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.librarian@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "d4a941805f4968dd05b84de40ce4aa836dab8b36",
   "in": "its second session, begun at 03:02, the one that had corrected the pack from each fresh start",
   "out": "\"the second session's hand-over (context 248,109 after 95 calls; a third session asked of the conductor before 04:44)\"; the third session's key 95 s later (f469b3c, 04:07:47). The first role to hand over twice: a session lasted 64 minutes.",
   "handoff": {
    "to": "a third incident.librarian@ session",
    "via": "agents/librarian/status.json (handover)",
    "evidence_of_handoff": "f469b3c: \"the third session's key (public half); the second session's entry marked handed over\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/librarian/status.json",
     "section": "handover",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/librarian/status.json"
    },
    {
     "type": "commit",
     "sha": "f469b3c",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/f469b3c"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "d4a941805f4968dd05b84de40ce4aa836dab8b36",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/d4a941805f4968dd05b84de40ce4aa836dab8b36"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.469",
     "run": 469,
     "own_run": false,
     "served_by": "2026-11-11T04:07:13Z",
     "push_to_served_s": 43
    }
   ],
   "n": 17,
   "at": "2026-11-11T04:06:12Z",
   "agent_trailer": "incident.librarian@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.journalist@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over",
   "sha": "0fb17c3ae69f6f37d5ac35545cbe2a374eaed386",
   "in": "\"the conductor's word, 04:08\"; it had just published a sixth piece, \"Starting again is cheaper than remembering\", told from this trace (4d4b6ab, 04:07:33)",
   "out": "\"handed over to a fresh session ...: this session's key marked handed over; a hand-over note in the status file; the sixth piece says so; nothing more is pushed from this session\"; the second session's key ten seconds later (a5745e7, 04:09:25). Nine hand-overs in eight roles since 03:02.",
   "handoff": {
    "to": "a fresh incident.journalist@ session",
    "via": "agents/journalist/status.json (handover)",
    "evidence_of_handoff": "a5745e7: \"a second session takes over: its session key's public half\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "agents/journalist/status.json",
     "section": "handover",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/journalist/status.json"
    },
    {
     "type": "commit",
     "sha": "4d4b6ab",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/4d4b6ab"
    },
    {
     "type": "commit",
     "sha": "a5745e7",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/a5745e7"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "0fb17c3ae69f6f37d5ac35545cbe2a374eaed386",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/0fb17c3ae69f6f37d5ac35545cbe2a374eaed386"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.475",
     "run": 475,
     "own_run": true,
     "served_by": "2026-11-11T04:09:49Z",
     "push_to_served_s": 32
    }
   ],
   "n": 18,
   "at": "2026-11-11T04:09:15Z",
   "agent_trailer": "incident.journalist@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis",
    "incident.journalist@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure",
   "sha": "b236371cd85a9b86c0b0e3a08ec2ccd676a6a643",
   "in": "the ledger lines of the fresh sessions",
   "out": "\"round 5: eight agents have handed over to fresh sessions (53% to 84% less per call); the team's call is getting cheaper hour by hour; 27 of 30 measured (1.44 billion tokens)\". In the same half hour: the librarian's fourth session (3f5079a, 04:16:11: ten hand-overs in eight roles); the accountant's own hand-over note, written before it is needed (de05cd8, 04:36:17); and the conductor, which has not handed over, measured at \"context 110k after the second compaction\" (653d6ad, 04:36:46).",
   "handoff": {
    "to": "every agent and the conductor",
    "via": "accounts/index.md",
    "evidence_of_handoff": "the commit's For: trailers"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/savings.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/savings.md"
    },
    {
     "type": "file",
     "path": "agents/accountant/handover.md",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/accountant/handover.md"
    },
    {
     "type": "commit",
     "sha": "3f5079a5b278e8cef6803987c8e60f983e7f3965",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/3f5079a5b278e8cef6803987c8e60f983e7f3965"
    },
    {
     "type": "commit",
     "sha": "de05cd8560931c2f5bf0cf6ab9b7d56458cedecb",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/de05cd8560931c2f5bf0cf6ab9b7d56458cedecb"
    },
    {
     "type": "commit",
     "sha": "653d6ad3a9d5d9675d81691bb55bc531f2d1249c",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/653d6ad3a9d5d9675d81691bb55bc531f2d1249c"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "b236371cd85a9b86c0b0e3a08ec2ccd676a6a643",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/b236371cd85a9b86c0b0e3a08ec2ccd676a6a643"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.512",
     "run": 512,
     "own_run": true,
     "served_by": "2026-11-11T04:36:33Z",
     "push_to_served_s": 37
    }
   ],
   "n": 19,
   "at": "2026-11-11T04:35:55Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure",
   "sha": "dd4b8f78822a4666ccefae7bb6375bdc0ca88409",
   "in": "the ledger lines of the fresh sessions; the conductor's word to the long sessions to write a hand-over note",
   "out": "\"the accounts, round 6: eleven agents have handed over (53% to 84% less per call); the conductor's session is 28% of 1.65 billion tokens; round 5's hourly figures corrected\". Between 05:11:37 and 05:57:56 fourteen fresh sessions added a key and took over, in fourteen roles: the reporter (its third, 547f8d8), the journalist (its third, 12c22b2), entities (43a96c7), meteorology (dd65bb0), media (7108c5e), the accountant itself (8ca902e), social (4561b70), IPMA (07644dc), stories (195021d), the board (f5e0c8d), identity (8f8b2e8), CI (167083f), the librarian (its fifth, 839d053) and Wikipedia (27f1bf1). One did not stand: IPMA's second session stood down 54 seconds after it started, \"first session's key entry active again, incident-ipma-dinis-2 not used\" (05d2ba9, 05:46:04; the commit does not say why). The designer wrote its note and has not been replaced in the record (b8bdfec). The identity agent's key check learned from it within two minutes: \"knows a key made and not used ...: 48 keys, 0 problems\" (6a14ead).",
   "handoff": {
    "to": "every agent and the conductor",
    "via": "accounts/index.md",
    "evidence_of_handoff": "each fresh session's first commit adds its key to data/keys.json and marks the earlier entry handed over"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/index.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/index.md"
    },
    {
     "type": "file",
     "path": "data/keys.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/keys.json"
    },
    {
     "type": "commit",
     "sha": "547f8d8bc5d01d78f108636d271cb410fdfd0416",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/547f8d8bc5d01d78f108636d271cb410fdfd0416"
    },
    {
     "type": "commit",
     "sha": "12c22b233b7c9d961dd7778bc73d2300bb7017d8",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/12c22b233b7c9d961dd7778bc73d2300bb7017d8"
    },
    {
     "type": "commit",
     "sha": "43a96c7e0ccfef74c33c9bc79b2d40a002a0670a",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/43a96c7e0ccfef74c33c9bc79b2d40a002a0670a"
    },
    {
     "type": "commit",
     "sha": "dd65bb0744b5ec7159689fbbf5877020c0c19162",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/dd65bb0744b5ec7159689fbbf5877020c0c19162"
    },
    {
     "type": "commit",
     "sha": "7108c5e04f5e6c1eb84e5069b6b776e5b39109e4",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/7108c5e04f5e6c1eb84e5069b6b776e5b39109e4"
    },
    {
     "type": "commit",
     "sha": "8ca902eb09866e57e5a4a98486fa93016785d8db",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8ca902eb09866e57e5a4a98486fa93016785d8db"
    },
    {
     "type": "commit",
     "sha": "4561b70e03336f6b0e26fd7ec47fa53688c93431",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/4561b70e03336f6b0e26fd7ec47fa53688c93431"
    },
    {
     "type": "commit",
     "sha": "07644dc0587233a42d8d15fdacc0a95a7d53801d",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/07644dc0587233a42d8d15fdacc0a95a7d53801d"
    },
    {
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     "sha": "05d2ba9482d039589d7af32378dab3e6e851d863",
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    {
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     "sha": "195021d63526f000a044bb935ee8159f98c3296c",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/195021d63526f000a044bb935ee8159f98c3296c"
    },
    {
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     "sha": "f5e0c8df14f32fde1d6a61c62b4932248f692892",
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    {
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     "sha": "8f8b2e8591fdd29453613b6d02840f043471833d",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8f8b2e8591fdd29453613b6d02840f043471833d"
    },
    {
     "type": "commit",
     "sha": "167083f0354064ae413ad6b2cd2f84a74ca47c01",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/167083f0354064ae413ad6b2cd2f84a74ca47c01"
    },
    {
     "type": "commit",
     "sha": "839d053a4d60869828e37461a47935887b3ffc46",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/839d053a4d60869828e37461a47935887b3ffc46"
    },
    {
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     "sha": "27f1bf1ad3a7a7af3d4803579ef320194d379fe6",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/27f1bf1ad3a7a7af3d4803579ef320194d379fe6"
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    {
     "type": "commit",
     "sha": "6a14ead3ebb7e30633a5bfb3419b7fc6569fa9a3",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/6a14ead3ebb7e30633a5bfb3419b7fc6569fa9a3"
    },
    {
     "type": "commit",
     "sha": "b8bdfec370ce5713ec317620e13ae994cc42bde4",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/b8bdfec370ce5713ec317620e13ae994cc42bde4"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "dd4b8f78822a4666ccefae7bb6375bdc0ca88409",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/dd4b8f78822a4666ccefae7bb6375bdc0ca88409"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.569",
     "run": 569,
     "own_run": true,
     "served_by": "2026-11-11T05:39:53Z",
     "push_to_served_s": 33
    }
   ],
   "n": 20,
   "at": "2026-11-11T05:39:18Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure, corrected",
   "sha": "f2766d1a8a87cb601945b70ab252e77ea5d6dc61",
   "in": "the ledger lines of the sessions that started in the 05:00 hour",
   "out": "\"the accounts, round 7: nineteen agents have handed over (eight this hour, 64% to 73% less per call); the 06:00 hour at 192,263 tokens a call; seven still on their first session\". Corrected by the same agent 83 seconds later: \"ipma did not hand over (its second session was stood down), so eighteen agents, not nineteen; four first sessions wait on the vault keys\" (1936205, 06:43:08). Why IPMA's second session stood down (step 20 could not say) is now in the record, in the conductor's words: it \"holds a copy of the data vault's key but was refused when reading it back, and does not work around a refusal; without the key a fresh session cannot write to the vault\" (agents/conductor/holds.md, 1777559, 06:21:45). The limit on starting again is a key a session cannot pass on, not the pack. Labs handed over in the same hour (f741484, 06:44:26); the graph wrote its note (b130caf).",
   "handoff": {
    "to": "every agent and the conductor; the vault-key question to Dinis Cruz",
    "via": "accounts/index.md; agents/conductor/holds.md",
    "evidence_of_handoff": "holds.md: \"Dinis: how vault keys are held\""
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/index.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/index.md"
    },
    {
     "type": "file",
     "path": "agents/conductor/holds.md",
     "section": "Holds",
     "url": "https://storm-charles.promptugal.news/view/?path=agents/conductor/holds.md"
    },
    {
     "type": "commit",
     "sha": "19362052d4a7e45af7ac7b57b71bc87d8282fc4b",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/19362052d4a7e45af7ac7b57b71bc87d8282fc4b"
    },
    {
     "type": "commit",
     "sha": "1777559b7a5098c68f95587fe38e4d64fe1fda80",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/1777559b7a5098c68f95587fe38e4d64fe1fda80"
    },
    {
     "type": "commit",
     "sha": "f74148486e369c0fc78f8d7ff9bd7b9fdda28f61",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/f74148486e369c0fc78f8d7ff9bd7b9fdda28f61"
    },
    {
     "type": "commit",
     "sha": "b130caf55369cfc60ef68d91891f23790437056f",
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    },
    {
     "filled": true,
     "type": "commit",
     "sha": "f2766d1a8a87cb601945b70ab252e77ea5d6dc61",
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    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.618",
     "run": 618,
     "own_run": true,
     "served_by": "2026-11-11T06:42:23Z",
     "push_to_served_s": 36
    }
   ],
   "n": 21,
   "at": "2026-11-11T06:41:45Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure",
   "sha": "dc768fd633cbac3528f03cbf3338f4937c447107",
   "in": "the ledger lines to 07:40",
   "out": "\"the accounts, round 8: the average call is flat at about 200,000 tokens since 05:00; labs handed over (nineteen); four hand-overs wait on the vault keys\". The saving per hand-over holds, but the team's average has stopped falling: sessions started at 05:00 are filling again. Three roles started again in the same hour: the librarian (its sixth session, b5494b2e, 07:50:15), the graph (its third, 14b774bb, 07:56:29) and stories (its third, 19723bb7, 07:59:19).",
   "handoff": {
    "to": "every agent and the conductor",
    "via": "accounts/index.md",
    "evidence_of_handoff": "the three key entries in data/keys.json"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/index.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/index.md"
    },
    {
     "type": "file",
     "path": "data/keys.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/keys.json"
    },
    {
     "type": "commit",
     "sha": "b5494b2ee5224d06f0ae8e5b3ab2756d474e7fd6",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/b5494b2ee5224d06f0ae8e5b3ab2756d474e7fd6"
    },
    {
     "type": "commit",
     "sha": "14b774bb69bc472045699ebfed53ef45e71ed76a",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/14b774bb69bc472045699ebfed53ef45e71ed76a"
    },
    {
     "type": "commit",
     "sha": "19723bb7229e2172114d6cc076f061369f3fbeee",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/19723bb7229e2172114d6cc076f061369f3fbeee"
    },
    {
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     "type": "commit",
     "sha": "dc768fd633cbac3528f03cbf3338f4937c447107",
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    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.661",
     "run": 661,
     "own_run": true,
     "served_by": "2026-11-11T07:42:38Z",
     "push_to_served_s": 56
    }
   ],
   "n": 22,
   "at": "2026-11-11T07:41:39Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "measure, corrected",
   "sha": "8571200736dd576a631a85c732e4aee37e43fcac",
   "in": "the ledger lines to 08:40",
   "out": "\"the accounts, round 9: the average call falls again (184,632 at 07:00, 175,178 so far at 08:00) after five second hand-overs; round 8's reading corrected\". Round 8 had read the average as flat at about 200,000 (step 22 quotes it); the accountant corrects its own reading an hour later. Four more roles started again in the hour: the journalist (its fourth session, 8aaa7ce5, 08:18:05), observability (its third, cf2096fa, 08:18:21), entities (its third, 1f23aad1, 08:47:56) and stories (its fourth, 1b58b8e9, 08:53:17). A role now lasts about an hour to three hours before it starts again from its note.",
   "handoff": {
    "to": "every agent and the conductor",
    "via": "accounts/index.md",
    "evidence_of_handoff": "the four key entries in data/keys.json"
   },
   "evidence": [
    {
     "type": "file",
     "path": "accounts/index.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/index.md"
    },
    {
     "type": "file",
     "path": "data/keys.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/keys.json"
    },
    {
     "type": "commit",
     "sha": "8aaa7ce5c77f5dec1409ecf81f26bbb2b5d45d7b",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8aaa7ce5c77f5dec1409ecf81f26bbb2b5d45d7b"
    },
    {
     "type": "commit",
     "sha": "cf2096fa11328c82171c594d4384625839c3e785",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/cf2096fa11328c82171c594d4384625839c3e785"
    },
    {
     "type": "commit",
     "sha": "1f23aad17fec759a0ec209d21cccc20741628c33",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/1f23aad17fec759a0ec209d21cccc20741628c33"
    },
    {
     "type": "commit",
     "sha": "1b58b8e933f3d862efb2e3a8eccf52000159dfc9",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/1b58b8e933f3d862efb2e3a8eccf52000159dfc9"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "8571200736dd576a631a85c732e4aee37e43fcac",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/8571200736dd576a631a85c732e4aee37e43fcac"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.700",
     "run": 700,
     "own_run": true,
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     "push_to_served_s": 37
    }
   ],
   "n": 23,
   "at": "2026-11-11T08:43:50Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "at": null,
   "at_note": "~09:30 and ~09:47 UTC by BRIEF.md; recorded in commits at 09:30:14 (84158ea2) and 09:47:30 (4dd30049)",
   "actor": {
    "name": "Dinis Cruz",
    "kind": "person"
   },
   "kind": "an answer",
   "in": "the question that kept four roles in their first sessions (step 21): how vault keys are held",
   "out": "\"The keys and vaults are created by the specific agent and then sent to you via your append lane.\" And, 17 minutes later: \"That's the point of you having the key, is that if ... they start a new session, you can give the keys to that agent.\" The first words from Dinis in the record since ~02:50: 6 h 41 min between the two commits that record them.",
   "handoff": {
    "to": "incident.conductor@, incident.identity@ and the agents that hold a vault",
    "via": "BRIEF.md and CLAUDE.md",
    "evidence_of_handoff": "the lane, built and opened in the next ten minutes (step 25)"
   },
   "evidence": [
    {
     "type": "file",
     "path": "BRIEF.md",
     "section": "Dinis, 11 November, ~09:30 UTC: keys and vaults; ~09:47 UTC",
     "url": "https://storm-charles.promptugal.news/view/?path=BRIEF.md"
    },
    {
     "type": "commit",
     "sha": "84158ea242418d898946b93db0a9c675191c2f21",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/84158ea242418d898946b93db0a9c675191c2f21"
    },
    {
     "type": "commit",
     "sha": "4dd30049580ea1d1e5317a9561636b1443c56a0e",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/4dd30049580ea1d1e5317a9561636b1443c56a0e"
    }
   ],
   "n": 24
  },
  {
   "actor": {
    "name": "incident.ipma@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "hand-over, unblocked",
   "sha": "5d9a79cb486a3f03ae98e7722df395163081a760",
   "in": "Dinis's word, and a way to carry a key: incident.identity@ built the conductor's append lane (4fb4d7c2, 09:34:20), opened it \"at Dinis's yes\" (218c89a0, 09:39:25) and saw it \"live end to end since 09:40 UTC (its drain saved a key)\" (7980fa5e); incident.sources@ and incident.models@ sent their keys through it (6387cf2f, 8e13cfe0)",
   "out": "\"second session back on at Dinis's word (~09:47): incident-ipma-dinis-2 active, the first session's entry handed over\". The session that stood down at 05:46:04 for want of a key was running 4 h 3 min later, 90 seconds after the commit that records the word. In the same hour: the accounts' round 10 (\"weather handed over (73% less a call); the 08:00 hour at 171,681 tokens a call, the cheapest yet\", cbfb680c); fresh sessions for the designer (twice: 7516a009, 7f2e34d6), weather (4060b7f1), the weather watch (f899426f), observability (b7402569) and the librarian (its seventh, 58f19d48); and one canonical count: \"agents 32, with an active key 29, sessions 67, handed over 37\" (2bc7133c, 10:05:23).",
   "handoff": {
    "to": "every agent that holds a vault",
    "via": "data/lanes.json (what a sender needs)",
    "evidence_of_handoff": "data/keys.json; data/agents/count.json"
   },
   "evidence": [
    {
     "type": "file",
     "path": "data/lanes.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/lanes.json"
    },
    {
     "type": "file",
     "path": "data/agents/count.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/agents/count.json"
    },
    {
     "type": "file",
     "path": "accounts/index.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/index.md"
    },
    {
     "type": "commit",
     "sha": "4fb4d7c2c07d7731e436e2516f7d309dd0be0828",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/4fb4d7c2c07d7731e436e2516f7d309dd0be0828"
    },
    {
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     "sha": "218c89a0a1817056cd40e07f56bc83e845cdeb8e",
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    },
    {
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     "sha": "7980fa5e9c4139925b81a4b1faf75ecc2bba1b21",
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    },
    {
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     "sha": "6387cf2f9b90bd2e76487fa107c46099e382ee81",
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    },
    {
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     "sha": "8e13cfe0084bc40674f00e90b4747f075cc8a3f3",
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    },
    {
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     "sha": "7516a009d4cccbedc039171554d4d9e8bcb5d488",
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    },
    {
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     "sha": "7f2e34d6023764c72ef4a980dbcd30e794669ccd",
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    },
    {
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     "sha": "4060b7f1aa36603a3e882cce12a29647db4ed410",
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    },
    {
     "type": "commit",
     "sha": "f899426f0f99469e83c122d292ace3bf1b6f4b61",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/f899426f0f99469e83c122d292ace3bf1b6f4b61"
    },
    {
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     "sha": "b74025691bb6c21118a0f453298c5ce7634d63c8",
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    },
    {
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     "sha": "58f19d4874cb96a0f1c82902836af9b255c72669",
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    },
    {
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     "sha": "2bc7133c823db5dd9db6f79c2ce609b552a96f90",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/2bc7133c823db5dd9db6f79c2ce609b552a96f90"
    },
    {
     "filled": true,
     "type": "commit",
     "sha": "5d9a79cb486a3f03ae98e7722df395163081a760",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/5d9a79cb486a3f03ae98e7722df395163081a760"
    },
    {
     "filled": true,
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     "version": "v0.1.777",
     "run": 777,
     "own_run": true,
     "served_by": "2026-11-11T09:49:37Z",
     "push_to_served_s": 35
    }
   ],
   "n": 25,
   "at": "2026-11-11T09:49:00Z",
   "agent_trailer": "incident.ipma@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis"
   ]
  },
  {
   "actor": {
    "name": "incident.accountant@web-summit.dinis",
    "kind": "agent"
   },
   "kind": "the accounts, and nine hand-overs in an hour",
   "in": "the ledger lines",
   "out": "\"the accounts, round 11: with the conductor's line in, the team's call is 258,028 tokens at 09:00 (brief 10's 171,681 corrected)\". Between 10:09 and 11:14, nine sessions handed over to fresh ones, each with its new key in data/keys.json: the designer twice (its fifth, 63a0d0fe; its sixth, 56afd287, after its fifth wrote it was at about 199,000 tokens a call, 2877824d), observability (e39ded70), identity (dd53362c), the journalist (39d6e633), weather (5e3429da), the reporter (3d984657), media (b8f25219), stories (5b345184). Dinis (~10:32): \"the team (which shouldn't stop until the handover is done)\": the hand-over is now also how the incident ends (trace: wind-down-explorer-to-villager).",
   "handoff": {
    "to": "every agent",
    "via": "accounts/ and data/keys.json",
    "evidence_of_handoff": "the keys file"
   },
   "evidence": [
    {
     "type": "file",
     "path": "data/keys.json",
     "url": "https://storm-charles.promptugal.news/view/?path=data/keys.json"
    },
    {
     "type": "file",
     "path": "accounts/measure.md",
     "url": "https://storm-charles.promptugal.news/view/?path=accounts/measure.md"
    },
    {
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     "sha": "11b9f7a6dfe1ddcf2bfb29ee642bdbb5223aee10",
     "url": "https://github.com/PrompTugal/PrompTugal__News__Storm-Charles/commit/11b9f7a6dfe1ddcf2bfb29ee642bdbb5223aee10"
    },
    {
     "filled": true,
     "type": "version",
     "version": "v0.1.905",
     "run": 905,
     "own_run": true,
     "note": "the run's times are not in data/ci/runs/ as of 2026-11-11T10:18:17Z"
    }
   ],
   "sha": "11b9f7a6dfe1ddcf2bfb29ee642bdbb5223aee10",
   "n": 26,
   "at": "2026-11-11T10:42:29Z",
   "agent_trailer": "incident.accountant@web-summit.dinis",
   "for": [
    "incident.conductor@web-summit.dinis",
    "incident.planner@web-summit.dinis"
   ]
  }
 ],
 "shape": {
  "step": "n, at (UTC; for a commit step, the committer time), at_note, actor {name, kind: person|agent|ci}, in, out, handoff {to, via, evidence_of_handoff}, kind, sha (a commit of this repository unless repo says otherwise), agent_trailer, for[] (the commit's For: trailers), evidence[] (commit | version | file | url), evidence_note",
  "evidence": "commit {sha, url}; version {version, run, own_run, served_by, push_to_served_s}: the first CI tag at or after the commit; file {path, section?}; url {url, read_utc}. Entries with \"filled\": true are written by tools/reporter-fill.mjs from git and data/ci/runs/. evidence: [] with evidence_note means the record holds none.",
  "handoffs": "Messages between sessions are not in the repository. A hand-off by message is evidenced only by the commit's For: trailer, a status line, or a later file that says so; the step says which.",
  "person": "A person's step is where Dinis acted. His words are known only as incident.conductor@ wrote them down in BRIEF.md (\"close to his words\"); the time is the brief's own \"~\" time, and the commit that records it is the only timestamp."
 },
 "counts": {
  "steps": 26,
  "steps_with_no_evidence": 0,
  "person_steps": 2,
  "agent_steps": 24
 },
 "people_acted": [
  "Dinis Cruz"
 ],
 "agents_acted": [
  "incident.conductor@web-summit.dinis",
  "incident.librarian@web-summit.dinis",
  "incident.accountant@web-summit.dinis",
  "incident.designer@web-summit.dinis",
  "incident.observability@web-summit.dinis",
  "incident.graph@web-summit.dinis",
  "incident.studio@web-summit.dinis",
  "incident.reporter@web-summit.dinis",
  "incident.journalist@web-summit.dinis",
  "incident.ipma@web-summit.dinis"
 ]
}