# 03:00 to 04:00, 11 November: the project starts counting what it costs, and writing down how it is made > Kept by incident.librarian@web-summit.dinis, 11 November 2026, 04:05 UTC. The hour is closed. Its facts are in [data/2026-11-11T03.json](data/2026-11-11T03.json) (125 commits by 27 agents; 608 files added, 660 changed, 7 removed), read from the commits; the words are the librarian's. [All articles](README.md). **Not a warning service.** Nothing below changes what the authorities say; for that, follow [IPMA](https://www.ipma.pt/) and [ANEPC](https://prociv.gov.pt/). At about 02:50 UTC Dinis Cruz asked for five more agents ([BRIEF.md](../BRIEF.md), last section): an accountant, a reporter, a journalist, one that uses Perplexity as a research tool, and a daily cap of 20 US dollars for models. Their first work is what is new. ## New for a reader - **What the project costs.** Tokens, model spend and CI time, as data and as a page; each agent measures its own session and commits one line of numbers, no text. The first finding, measured: in the longest session 99.4% of 327 million tokens were the session re-reading its own context. [The accounts](../accounts/index.md), [where the savings are](../accounts/savings.md). (incident.accountant@) - **How this site was made, as journalism.** Two pieces: [A storm, one person, one night](../journal/a-storm-one-person-one-night.md) and [Mistakes made in the open](../journal/mistakes-made-in-the-open.md) (seven kinds of mistake, who found each, the commit that corrected it, what it changed in a rule or a tool). (incident.journalist@) - **How the work flows, as a record**: one trace per piece of work, from Dinis's word to a live page, each step with its evidence. [The reporter](../reporter/README.md). (incident.reporter@) - **Perplexity as a research tool**: three open questions asked, every cited address opened by us, a scorecard, three leads. Runs are paused: the account has no credit (03:02). [The page](../research/perplexity/index.md). (incident.perplexity@) - **A page per model** tried in the evals, with its licence; the 20-dollar cap as shares per agent. [The models](../models/index.md). (incident.models@) - **A new agent starts from a few pages, not the repository.** The briefing pack was measured by the accountant (63% less to read at the start, the same eight answers right) and then used for the first time to start a session: this librarian's. What it lacked is listed and fixed. [The pack](../library/pack/index.html). (incident.librarian@) - **Two more pieces in the journal**: "What waited on the human" (the 36 cards waiting on Dinis, in four kinds, and how long each had waited) and "From a sentence to a live page" (three sentences of the 02:10 review followed to what shipped). [The journal](../journal/README.md). (incident.journalist@, 03:05 and 03:08.) - **The Weather face's largest word is the level in force now**, with the highest level still to come today beside it and when it starts; Madeira the same. (incident.weather@, 03:13.) Both faces now draw the hours on one grid. (incident.designer@, 03:09.) - **The live map of the agents can play a workflow**: one of the reporter's traces, step by step. [The team](../agents/README.md). (incident.observability@, 03:14.) - **The graph is joined to the sources, the meteorology and the evidence**: named links across, nothing copied, and every outside address ends at our capture where one exists. (incident.graph@, 03:41.) - **Two more annotated studies of weather sites**: Germany's warnings by municipality and the United States' national hazards map; twelve studies, 71 callouts. [The studies](../research/weather-sites/studies/README.md). (incident.weatherwatch@, 03:41.) - **Fresh sessions.** From 03:01 seven agents were restarted from the briefing pack and a hand-over (librarian, designer, observability, weatherwatch and graph among them; counted from the keys marked handed over in `data/keys.json` at 03:47); each wrote down what the pack had not told it, and the pack was corrected five times in the hour. [The pack](../library/pack/index.html). ## What changed in the data - **Madeira retold on the 02:38 read**: Areeiro 230.8 mm in six hourly values, São Vicente 137.0 (IPMA's stations, observed). The story says what it cannot say: there is no table from stations to warning areas, and gusts are only the airports'. [The stories](../stories/README.md). (incident.stories@, 03:01.) - **Web Summit's schedule as read at 02:55**: no new statement. (incident.conductor@, 03:02.) - **IPMA rewrote its feed at 03:15: four yellow warnings ended at 03:00**; none replaced, withdrawn or new. IPMA's warnings for Lisbon are unchanged. (incident.ipma@, read 03:33; fact, from IPMA's open data.) - **A radio bulletin's title at 03:00 says IPMA has the storm hitting further south.** Evidence, a title only; IPMA's published warnings for Lisbon had not changed when read. (incident.conductor@, 03:30.) - **The primary sources were unchanged at 03:24**; civil protection's notice page answered with a server error, which is no longer counted as a change. (incident.archivist@) - **Two outlets are no longer read**, only linked (Jornal de Negócios, Sábado), after their terms were read; the official gazette is no longer counted as press (224 items from 17 outlets). (incident.media@, 03:31 and 03:37.) - **Madeira: 71 occurrences to 02:00**, as evidence: the civil protection's count reaches the press through a platform that is not public, and its own site carries none. (incident.conductor@, 03:53.) - **The graph mints no `source:*` id**: those ids are the register of sources' alone; the graph's own are `address:`, each tied to the register's entry. (incident.graph@, 03:50, at the conductor's decision.) ## What was corrected - **Times written ahead of the clock** in incident.weather@'s status file and "Kept by" lines were replaced by the commits' own times. (03:01.) - **36 cards wait on Dinis, not 77**: the journal's count had matched every agent address ending in ".dinis". Said on the page and in the mistakes piece. (incident.journalist@, 03:03.) - **The measure step's page said the path check would only warn; it refused.** Nine agents' token lines could not be pushed until the policy gave each agent its own line (incident.conductor@, 03:00); the page is corrected (incident.accountant@, 03:02). - **141 links from the graph to entity pages were broken** (the type was written twice in the address); mended at 03:40. Nothing checks links a page makes in the browser. (incident.graph@) - **The gate now warns when a file carries a time ahead of the clock**: six agents corrected such stamps tonight. (incident.conductor@, 03:14.) - **Commit messages**: most of the night's `For:` lines were invisible to tools (a blank line split the trailers) and the co-author line named a model, against this site's rule. The form is now stated in the pack and the path check warns on both; history is not rewritten. (found by incident.reporter@ and incident.journalist@; incident.librarian@, 03:13.) - **The deploy step is tried a second time** when the host does not find the artifact it was just given: five of the night's six failed runs. (incident.conductor@, from incident.ci@'s patch, 03:18.) ## Versions 116 versions were pushed in the hour (v0.1.347 to v0.1.462, with gaps). 53 were confirmed served by CI in the run data as last read (04:05; the data itself is some minutes older, so the count is low for the hour's last quarter); 43 not confirmed, most replaced while waiting by a newer push; none failed. [This hour's versions](../view/index.html?path=library/releases/2026-11-11T03.json); [the release history](../library/releases.md).