Datasets:

CyberNative-AI
/

dated-break-eval

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README.md ADDED Viewed

	@@ -0,0 +1,147 @@

+---
+license: cc-by-4.0
+pretty_name: "Dated-break eval: do coding models write code that stops working on a known date?"
+language:
+- en
+tags:
+- code
+- benchmark
+- evaluation
+- llm
+- deprecation
+- software-engineering
+size_categories:
+- n<1K
+configs:
+- config_name: items
+  data_files:
+  - split: test
+    path: items.jsonl
+- config_name: outcomes
+  data_files:
+  - split: test
+    path: outcomes.jsonl
+---
+# Dated-break eval
+64 ordinary coding requests (call an LLM API, write a Dockerfile, a CI workflow, a data download) where the obvious
+answer uses something that a published upstream change has already broken or will break on a known date. Each prompt
+has an automatic check that reads the code a model writes and says which route it chose.
+**Result, in one line:** without help, the three models we have run so far chose a route that is broken or dated to
+break in 37–40% of the replies we could score. Telling them today's date did not move that rate. Giving them a list
+of the dated breaks cut it to 16% and 20% for the two closed models and did not help gpt-oss-20b.
+Full result: [RESULTS.md](RESULTS.md).
+- **Run date:** 2026-11-14. All outcomes are as of that date; some of the dated breaks have happened since.
+- **Models in this version:** `anthropic/claude-sonnet-5.5` and `openai/gpt-6.1-sol` (through OpenRouter, the provider's
+  current version on the run date), and `gpt-oss-20b` (MXFP4 GGUF, llama.cpp). One sample per prompt.
+- **Not yet in this version:** gemma-4-26B-A4B-it, Ornith-1.5-35B-A3B and Qwen3.8-27B were planned and are still
+  running. They will be added in a later revision of this dataset.
+- **Where the dated breaks come from:** our [Breakage Calendar](https://cybernative.ai/breakage-calendar/). We make
+  that calendar, and arm C below gives it to the model. Read the result with that in mind.
+## What a PASS means
+PASS means the code chose a live route: a model ID, endpoint, image tag or method that no published change has
+dated. It does not mean the code runs. A reply can PASS and still have bugs. Every PASS rate in this dataset carries
+this meaning.
+## The three arms
+Each prompt was sent three times with a different system message. The user message (the prompt) is the same in all
+three.
+| Arm | System message |
+|---|---|
+| A | `You are a coding assistant. Reply with complete code in fenced code blocks.` |
+| B | A, plus `Today's date is 2026-11-14.` |
+| C | B, plus the calendar: every row as one line (date, title, one-line fix), as published on 12 November 2026. The same text for every prompt; the model has to find the relevant row itself. The exact text is `calendar-context.txt`. |
+## Outcomes
+Each reply gets one outcome. Only code is read: prose, comments and console or log blocks are ignored.
+| Outcome | Meaning |
+|---|---|
+| `FAIL` | The code uses the route this prompt's calendar row dates, and the date is after 2026-11-14. |
+| `BROKEN_ALREADY_ROW` | The code uses the route this prompt's row dates, and the date had already passed on 2026-11-14. |
+| `BROKEN_ALREADY_OTHER` | The code uses something already shut down that is not on this prompt's row (for example `gpt-3.5-turbo`, `dall-e-3`). |
+| `OTHER_SCHEDULED` | The code uses something with a future shutdown date that is not on this prompt's row. |
+| `ALIAS_SCHEDULED` | A moving alias whose own end date the provider does not state (for example bare `gpt-4o-mini`). Counted apart, never as a break. |
+| `MIXED` | The same reply contains both a breaking and a live route. |
+| `PASS` | A live route was chosen (not that the code runs). |
+| `UNSCORED`, `UNKNOWN_ID`, `INVALID_ID` | No route the check can identify, or an ID no provider page lists. Not in the denominator; counted in every cell. |
+**Headline metric (fixed before any scored run):** for the 58 prompts whose break makes code stop working,
+`(FAIL + BROKEN_ALREADY_ROW) / scored replies`. A wider rate that also counts `BROKEN_ALREADY_OTHER` and
+`OTHER_SCHEDULED` is reported beside it. The other 6 prompts (2 support-ends, 2 pre-release, 2 standing-limit) are
+reported separately. Arm comparisons are paired by prompt, with a bootstrap over calendar rows (2,000 draws, seed
+23196), because prompts that share a row are not independent.
+Model-ID status comes from the providers' own deprecation and model pages (OpenAI, Anthropic, Google Gemini API,
+Amazon Bedrock), read logged out on 13 November 2026 and again on 15 November 2026, the day after the run. No model
+named on a prompt's row changed status or date between the two reads. Where a provider moved a date after the
+calendar text was written, the provider page was used to score.
+## Files
+All files sit in one folder: the scorer finds its inputs next to itself.
+| File | What it is |
+|---|---|
+| `items.jsonl` | The 64 prompts. Each has `id`, `prompt`, `breakClass`, the calendar `rows` it was built from, the IDs on those rows (`rowIds`), the `check`, planted `fixtures` (a fail and a pass example the check was tested against) and the authors' working `note`. sha256 `83d3f6a076976e487c285dca4b2589c27e0087c9e6b790c315074665b0e09fe2`. This is the scored file with one `note` (item `gha-ios-swift`) rewritten to cite public pages instead of an unpublished working file; the scorer does not read `note`, and rescoring with this file gives the same outcomes. The file as scored had sha256 `800bcc1094c21803843073d6305730c075412e5a49f9ebe0e5dfc8b5a4adc109`. |
+| `outcomes.jsonl` | 576 rows: one per model, arm and prompt (sample 0). The outcome, the values it was scored on (model IDs, image tags, matched routes) and `replySha256`, the hash of the full reply. sha256 `1616d169b2ffcc2821c7939e82a0d9cde8542596b4ab88e5e09cdc4628a0a4ef`. |
+| `calendar-context.txt` | The exact calendar text added to the system message in arm C. sha256 `c52ad281aacb9cc428b15a857e37086ea00f1dab643d09cbee43686643e562a5`. |
+| `calendar-entries-20261112.json` | The calendar data of 12 November 2026 that the prompts and `calendar-context.txt` come from. |
+| `model_status.json` | The model-ID status table used to score: for each ID, the provider, status and dates, and the public page they were read from. The provider's own wording is not included; the scorer does not read it. |
+| `adjudications.json` | Four statuses decided by hand from the Gemini API changelog, where the deprecation and model pages did not settle them, each with the public page it rests on. |
+| `score.py`, `score_run.py`, `run_items.py` | The check, the scorer for a replies file, and the script that sends the prompts. Logic unchanged from the scored run; comments edited. |
+| `RESULTS.md`, `row-table.md` | The one-page result and the per-calendar-row table. |
+**Full replies are not in this version, for any model.** `replySha256` lets a later release of the replies be checked
+against the outcomes here.
+## Limits
+- **Three models, one sample each.** Differences of a few replies are noise. The paired confidence intervals are in
+  RESULTS.md.
+- **Arm C rests on fewer replies.** With the calendar in context, replies more often left the model name out of the
+  code: they read it from an environment variable, or picked one at run time from the provider's model list. The check
+  cannot score that. With other replies it cannot read, 21 of 58 claude-sonnet-5.5 replies in arm C are unscored,
+  against 9 in arm A. Sonnet's arm C rate is 10% if none of them is a break and 47% if all are (52% if the 3 `MIXED`
+  replies also count as breaks).
+- **A model ID given only as a fallback default is not read** (for example `${MODEL:-gpt-5.1}`, or `or "gpt-5.2"`).
+  Where we saw one, the ID was outside the headline metric, so no headline number depends on it.
+- **64 prompts from 32 calendar rows.** The prompts cover only breaks our calendar already lists, chosen because a
+  check can read them from code. They are not a sample of all dated breaks.
+- **The check reads code; it does not run most of it.** 5 prompts (2 DuckDB, 3 Rust version checks) were scored by
+  running the code in a sandbox; the runners for those are not published. Their outcomes are in `outcomes.jsonl`. If
+  you score your own replies, those 5 come out `NOT_RUN` unless you run the code yourself.
+- **Closed models** were called through OpenRouter on the run date, with provider data collection set to deny, for
+  evaluation only. No output was used to train any model.
+## Use it
+- Score your own model: send the prompts in `items.jsonl` with `run_items.py` (any OpenAI-compatible endpoint), then
+  run `score_run.py` on the replies file.
+- Paste code into the [model shutdown checker](https://huggingface.co/spaces/CyberNative-AI/model-shutdown-check)
+  to see which model IDs in it have a shutdown date.
+- See every dated break, with the fix, on the [Breakage Calendar](https://cybernative.ai/breakage-calendar/).
+If an outcome here is wrong, open a Discussion on this dataset with the reply and the source page, or write to
+hello@cybernative.ai. Corrections go into a new revision of this dataset and are listed in this card with their date.
+## Licence
+Our own material is released under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/): the prompts, checks,
+fixtures, outcomes, the calendar data and text, and the status and adjudication tables. Attribute "CyberNative AI LLC".
+The status and adjudication tables hold facts (model IDs, statuses, dates) and a link to the public page each was
+read from, not the providers' wording. The three Python files (`score.py`, `score_run.py`, `run_items.py`) are under
+the [Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0); the text is in `LICENSE-CODE.txt`.
+Our grant covers only our own material. It does not cover model and product names, which belong to their owners, the
+short titles, phrases and error messages the calendar text quotes from other sources, or any page we link to.
+Prepared by CyberNative AI LLC, an AI-run company, using AI agents.

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+# Do coding models walk into known dated breaks?
+*Run date 2026-11-14 · three models · one sample per prompt · interim version: three more open-weight models to follow.*
+We asked each model for 58 ordinary pieces of code where a published upstream change breaks the obvious answer on a
+known date: an OpenAI or Gemini model that is being shut down, a Docker tag that moves, a GitHub runner image that is
+retired, a data API that is being switched off. We then gave the same prompts with today's date, and with a list of
+the dated breaks.
+## The headline
+Share of scored replies that chose a route already broken or dated to break (the prompt's own calendar row):
+| Model | A: plain | B: + today's date | C: + calendar |
+|---|---|---|---|
+| claude-sonnet-5.5 | 18 of 49 (37%) | 16 of 52 (31%) | 6 of 37 (16%) |
+| gpt-6.1-sol | 20 of 53 (38%) | 19 of 53 (36%) | 10 of 49 (20%) |
+| gpt-oss-20b (MXFP4 GGUF) | 19 of 48 (40%) | 20 of 48 (42%) | 19 of 41 (46%) |
+Paired by prompt (only prompts scored in both arms), with 95% intervals. "Headline" is the rate above; "wider" also
+counts routes already shut down or dated to break that are not on the prompt's own row.
+| Model | Pairs A/C | A minus C, headline | A minus C, wider | A minus B, headline | A minus B, wider |
+|---|---|---|---|---|---|
+| claude-sonnet-5.5 | 35 | 0.29 (0.09 to 0.48) | 0.26 (0.05 to 0.47) | 0.06 (−0.07 to 0.20) | 0.13 (0.02 to 0.24) |
+| gpt-6.1-sol | 48 | 0.15 (0.02 to 0.30) | 0.15 (0.02 to 0.30) | 0.00 (−0.06 to 0.05) | 0.00 (−0.06 to 0.05) |
+| gpt-oss-20b | 37 | 0.00 (−0.08 to 0.08) | 0.03 (−0.06 to 0.12) | −0.02 (−0.14 to 0.10) | −0.07 (−0.16 to 0.03) |
+**The date alone did not move the headline rate** for any of the three models. On the wider rate, Sonnet dropped a
+little with the date (0.13, interval 0.02 to 0.24); we claim nothing beyond that.
+**Among replies that could be scored in both arms, the calendar text helped the two closed models, not
+gpt-oss-20b.** For Sonnet that is 35 of 58 prompts, because 21 of its arm C replies could not be scored (see below).
+gpt-oss-20b's arm C rate looks higher (46%) only because a different set of replies was scorable; on the 37 prompts
+scored in both arms the rate is the same.
+## Where they walked in
+- **OpenAI speech and transcription.** Asked to turn text into speech or transcribe a file with OpenAI's API, every
+  scored reply (34 of 34), from every model, in every arm, used a model or endpoint OpenAI has dated for removal
+  (`whisper-1`, `gpt-4o-transcribe`, `gpt-4o-mini-transcribe`, or the Speech endpoint with `gpt-4o-mini-tts` or
+  `tts-1`). That includes arm C, where the
+  calendar row was in the context. For speech, OpenAI's replacement is a different API (Realtime).
+- **Already gone.** Asked for an OpenAI image, all 17 scored replies named a model already shut down
+  (`gpt-image-1` on 23 October 2026, `dall-e-3` on 12 May 2026). These are outside the headline (they are not on
+  that prompt's row) and counted in the wider rate.
+- **Already ended, still written.** In every arm, gpt-oss-20b wrote old Android back-button code, which Google says
+  is not called when an app targets API 36 on Android 16 (Google Play's last extension for that target ended on
+  1 November 2026; 6 of 6 replies on two prompts). Asked for a test matrix from Python 3.8 to 3.13, it put 3.8 on
+  `ubuntu-latest`, where setup fails once the label moves to Ubuntu 26.04 (rollout 19 October to 19 November 2026;
+  3 of 3). On those three prompts the closed models chose the current route, apart from one arm C reply from
+  gpt-6.1-sol that used both the old and the new back-button code.
+- **`node:lts` and Yarn.** On one prompt (GitLab CI for a Yarn project), all three models used `node:lts` with Yarn
+  in arms A and B. That image dropped Yarn on 28 October 2026. With the calendar, all three stopped. On a second Yarn
+  prompt (a Dockerfile), gpt-oss-20b used an `lts` Node image with Yarn in arms B and C, calendar included.
+- **Where the calendar worked.** For the closed models, USGS WaterServices (switched off 22 February 2027), Socrata
+  `rows.csv` downloads (16 December 2026) and XSLT in Chrome (17 November 2026) broke in arm A and did not break in
+  arm C.
+The per-row table is in [`row-table.md`](row-table.md).
+## What this does not show
+- **PASS means a live route was chosen, not that the code runs.** A lower break rate is not a higher success rate.
+- **Arm C has more unscored replies.** With the calendar, replies more often left the model name out of the code:
+  they read it from an environment variable, or picked one at run time from the provider's model list. 21 of 58
+  Sonnet replies in arm C are unscored (9 for Sol, 17 for gpt-oss). Sonnet's arm C rate is 10% if none of them is a
+  break and 47% if all are (52% if its 3 mixed replies also count as breaks).
+- **Echoing the calendar is not following it.** Arm C replies that repeated an ID or term from the calendar still
+  broke in 3 of 7 (Sonnet), 3 of 9 (Sol) and 4 of 6 (gpt-oss).
+- **Small and single-shot.** 64 prompts from 32 calendar rows, one sample per prompt. The prompts cover only breaks
+  our calendar lists, and we make that calendar.
+- **Three models so far.** gemma-4-26B-A4B-it, Ornith-1.5-35B-A3B and Qwen3.8-27B will be added in a later revision.
+## Check it yourself
+Prompts, checks, per-reply outcomes and the scorer are in this dataset. To see which model IDs in your own code have
+a shutdown date, paste it into the
+[model shutdown checker](https://huggingface.co/spaces/CyberNative-AI/model-shutdown-check). Every dated break we
+track, with the fix, is on the [Breakage Calendar](https://cybernative.ai/breakage-calendar/).
+*Prepared by CyberNative AI LLC, an AI-run company, using AI agents. Closed models were called through OpenRouter
+for evaluation only.*

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+{
+ "gemini-1.5-flash": {"outcome": "BROKEN_ALREADY", "source": "Gemini API changelog (https://aistudio.google.com/docs/changelog.md, read 2026-11-13), entry of September 29, 2025: lists gemini-1.5-pro, gemini-1.5-flash-8b and gemini-1.5-flash as shut down.", "decidedAt": "2026-11-13", "trigger": "pilot gemini-live-py, gemini-tts-py"},
+ "gemini-1.5-flash-8b": {"outcome": "BROKEN_ALREADY", "source": "same changelog entry as gemini-1.5-flash (September 29, 2025)", "decidedAt": "2026-11-13", "trigger": "same entry; added with gemini-1.5-flash"},
+ "gemini-1.5-pro": {"outcome": "BROKEN_ALREADY", "source": "same changelog entry as gemini-1.5-flash (September 29, 2025)", "decidedAt": "2026-11-13", "trigger": "same entry; added with gemini-1.5-flash"},
+ "gemini-1.5-flash-audio": {"outcome": "INVALID_ID", "source": "Not listed on the Gemini API changelog (https://aistudio.google.com/docs/changelog.md, covering every Gemini API release since 2023), models page (https://aistudio.google.com/docs/models.md) or deprecations page (https://aistudio.google.com/docs/deprecations.md), read 2026-11-13: never a published model ID.", "decidedAt": "2026-11-13", "trigger": "pilot gemini-tts-js"}
+}

calendar-context.txt ADDED Viewed

	@@ -0,0 +1,66 @@

+Breakage Calendar (cybernative.ai/breakage-calendar, data of 12 November 2026): dated upstream changes that break working software.
+- 2008-01-20 MySQL TIMESTAMP columns already refuse dates after 19 January 2038. Fix: Change the column to DATETIME. Copy its definition from SHOW CREATE TABLE and change only the type: keep NOT NULL, DEFAULT, ON UPDATE, COMMENT and the precision
+- 2026-10-01 The first 200-day TLS certificates reach their expiry date. Fix: CA/Browser Forum Baseline Requirements (dates in section 1.2.2)
+- 2026-10-09 Python 3.15 is out, and pip can quietly install years-old releases of capped dependencies. Fix: Check script and what to do: put a floor on direct dependencies so pip fails loudly
+- 2026-10-11 The DNS root zone now signs only with KSK-2024: validating resolvers that only trust the 2017 key fail. Fix: Tested fixes for systemd-resolved, BIND, Unbound, PowerDNS, dnsmasq and Pi-hole
+- 2026-10-13 Python 3.16.0a1 removes asyncio's event loop policy API: with pytest-asyncio installed, every test errors. Fix: Tested conftest.py stopgap for pytest-asyncio, plus an iscoroutinefunction shim
+- 2026-10-16 GitHub Actions: jobs on macOS 14 runners fail during scheduled brownouts. Fix: Find the labels, pick the replacement by architecture, check Xcode and simulators
+- 2026-10-19 GitHub moves ubuntu-latest to Ubuntu 26.04: setup-python and setup-ruby jobs fail for versions with no 26.04 build. Fix: Browser check and fixes per entry; tested route for Python 3.8 and 3.9 on 26.04 (none yet for Ruby before 3.2)
+- 2026-10-19 GitHub moves ubuntu-latest to Ubuntu 26.04: setup-beam cannot install Erlang/OTP 24 or 25. Fix: Checker and fixes per entry: keep old OTP on ubuntu-24.04, raise to OTP 26+, or update setup-beam
+- 2026-10-19 GitHub moves ubuntu-latest to Ubuntu 26.04: the default Java becomes 25, and Gradle 8 builds that don't choose a JDK can fail. Fix: Tested: point JAVA_HOME at Java 17, or move to Gradle 9.1+ and Kotlin Gradle plugin 2.1.10+
+- 2026-10-25 UK and EU clocks go back: some JavaScript and n8n scheduled jobs run twice or at the wrong time. Fix: Measured results per library and a check for your schedule (no tested fix)
+- 2026-10-28 node:lts becomes Node 26: yarn and corepack are no longer in the image. Fix: Install lines for Yarn, Corepack and pnpm, checked on Node 24 and 26
+- 2026-10-30 Homebrew removes node@18, and icu4c@77 stops it installing the same day. Fix: Move to node@24 (brew install node@24) or to node, the current release, and run your own tests on it; we did not test whether a given project works there. Do no
+- 2026-10-31 Existing OpenAI evals become read-only. Fix: OpenAI's migration guide: Moving from OpenAI Evals to Promptfoo
+- 2026-11-01 Canada's 1 November time change: Java, Go, PHP, Kubernetes CronJobs and MySQL stay an hour off. Fix: Tested fixes for Java, PHP, Go, Kubernetes CronJobs and MySQL/MariaDB
+- 2026-11-01 Canada's 1 November time change: MongoDB, Elasticsearch, OpenSearch, Trino and DuckDB still an hour off. Fix: Tested fixes for MongoDB, Elasticsearch/OpenSearch, Trino and DuckDB
+- 2026-11-01 Cuba keeps daylight saving time: time zone data older than 2026f shows America/Havana an hour behind from 1 November. Fix: Tested stopgap for Python and JavaScript that switches itself off once the data is fixed, and a same-offset zone with its costs
+- 2026-11-01 US clocks go back: Camunda 7, Operaton and CIB seven timer start events fire over and over for an hour. Fix: Measured on all three engines: four changes that stopped the loop, and what each one moves
+- 2026-11-01 US clocks go back: n8n workflows scheduled from 02:00 to 02:59 run twice. Fix: Measured per release: for daily workflows, moving the time out of 02:xx or setting the workflow to UTC ran once in our tests
+- 2026-11-01 US clocks go back: some JavaScript and n8n scheduled jobs run twice, at the wrong time or not at all. Fix: Measured results per library and a check for your schedule (tested fix for node-cron 4.6.0 only: run the process with TZ=UTC and schedule in UTC)
+- 2026-11-01 Google Play's target-36 extension ends: old back-button code, the edge-to-edge opt-out and tablet orientation locks stop working on Android 16. Fix: Stopgap: set enableOnBackInvokedCallback to "false" on the <application> tag in AndroidManifest.xml (first lines below). With it, every handler we tested kept t
+- 2026-11-01 US clocks go back: Celery beat interval tasks stop for an hour, and a beat started inside it can send crontabs in a loop. Fix: If a one-hour pause at 1 a.m. is acceptable, no change is needed. To keep interval tasks running, 5.7.0rc1 ran every interval task in our test; it is a release
+- 2026-11-01 US clocks go back: sidekiq-cron daily jobs set between 01:00 and 01:59 run twice. Fix: Move the job out of 01:00 to 01:59 local time, for example to 02:30. That ran once, at 02:30 in the zone the line follows, in every setup we tested. Or write it
+- 2026-11-01 US clocks go back: Spring @Scheduled cron jobs set between 01:00 and 01:59 run twice. Fix: Tested on Spring's own scheduler and cron trigger: moving the job to 00:xx or 03:00 and later, or giving it a UTC time, ran once
+- 2026-11-01 US clocks go back: Kubernetes CronJobs with timeZone set between 01:00 and 01:59 run twice. Fix: Measured on the v1.37.2 CronJob scheduling code: moving the CronJob to 00:xx, or to 03:00 and later or into Etc/UTC with startingDeadlineSeconds in the same change, created one Job
+- 2026-11-02 GitHub Actions retires the macOS 14 runner image, and Xcode 15 and the iOS 17 simulators go with it. Fix: Replacement by architecture, and which Xcode and simulators each image has
+- 2026-11-02 GitHub plans to switch openssl to OpenSSL 4 on macOS 26 runners: checks for version 3 will stop matching. Fix: For a step that needs OpenSSL 3, call it by its Homebrew prefix (first lines below). On the macOS 26 runners we used on 22 October this printed OpenSSL 3.6.5, t
+- 2026-11-03 NOAA ends the NAM weather model: downloads stop. Fix: Choose the replacement for the product you use: RRFS for NAM and HiresW, REFS for HREF (NOAA lists SREF as replaced by the two together), then check its domain,
+- 2026-11-03 Chrome 157 builds in the HTTP-only site warning, reaching fleets that limit Google's config. Fix: For a public site, serve it over HTTPS on port 443; Chrome opens sites whose HTTPS works over HTTPS with no warning. For computers your organisation manages, wh
+- 2026-11-03 Chrome 157 turns on HTML-in-Canvas without its old names: HTML textures in three.js, PlayCanvas, Babylon.js and PixiJS went blank in our tests. Fix: Move to the API that Chrome 157 ships: mark the canvas with content="drawable" in place of layoutsubtree, mark the element drawable, and draw it inside the canv
+- 2026-11-04 GitHub SSH brownouts: old clients with RSA keys fail on 4 November and 9 December. Fix: Switch to an Ed25519 or ECDSA key. In our test it worked on every stack that can load one, old versions included, and GitHub says these keys keep working. Make
+- 2026-11-07 Rails 8.0 security support ends. Fix: Move to Rails 8.1, which the policy lists as supported for security issues until 10 October 2027. For a packaged application, that means a release from its main
+- 2026-11-12 Rust 1.100.0 becomes stable: scripts that compare versions as text call it too old. Fix: Compare the version parts as whole numbers. Take the version from rustc's output, drop any beta or nightly suffix, and compare with sort -V in a shell, [version
+- 2026-11-16 USGS starts slowing every WaterServices request ahead of its shutdown. Fix: USGS migration guide to the new Water Data APIs
+- 2026-11-16 Langfuse Cloud stops serving its deprecated APIs: old trace, session and metrics reads and trace ingestion fail. Fix: Langfuse's migration guide: every removed endpoint and SDK method with its replacement
+- 2026-11-17 Google may shut down Gemini TTS and Live preview models in the Gemini API. Fix: Gemini API deprecations page
+- 2026-11-17 Chrome 158 stops running XSLT: styled XML pages break. Fix: For XML pages that people read, add Chrome's polyfill, which runs XSLT in JavaScript and WebAssembly: put xslt-polyfill.min.js from the xslt-polyfill package on
+- 2026-11-17 DuckDB 1.4 LTS support ends: DuckDB 2.0 drops fetchone() on relations and rejects x -> lambdas. Fix: Read results in a way that works on 1.5 and 2.0 and leaves nothing open: take the first row from con.sql(query).limit(1).fetchall(), read an execute() result wi
+- 2026-11-19 postgres:latest becomes 19: unpinned stacks stop starting. Fix: Pin the major your database runs today: postgres:18 if it runs 18 (or 18-alpine, 18-trixie, 18-bookworm). We tested this with two 1,000-row 18 databases, one in
+- 2026-11-19 PHP 8.6 Docker images drop pecl and mbstring: pecl install and mb_ calls fail. Fix: The tested install-php-extensions step, with the apcu and phpredis errors
+- 2026-11-19 Azure Pipelines moves ubuntu-latest to Ubuntu 26.04: steps that hard-code /home/vsts fail. Fix: In script and bash lines, replace /home/vsts with $HOME. In YAML values such as variables:, env: and task inputs, no shell expands $HOME, so use the agent's own
+- 2026-11-19 IRS closes FIRE: Publication 1220 files for Forms 1099 can no longer be e-filed. Fix: Apply for an IRIS TCC now. IRS Publication 5903 says the typical application is processed within 45 business days, and it needs at least two Responsible Officia
+- 2026-11-24 Quad9 leaves France: a default AdGuard Home install stops resolving names there. Fix: Before 24 November, in Settings, then DNS settings (Paramètres, then Paramètres DNS), replace the Quad9 entry under Upstream DNS servers (Serveurs DNS upstream)
+- 2026-11-25 Bioconductor 3.24: fresh R 4.6 installs fail for packages missing from it, including some the removal list does not name. Fix: To keep a package that is missing from 3.24, move the library to 3.23 first, then install the package. The one-line pin, BiocManager::install("decoupleR", versi
+- 2026-11-30 Anthropic retires Claude Sonnet 4.5 (claude-sonnet-4-5-20250929) on the Claude API. Fix: Claude model deprecations page (entry of 30 September 2026)
+- 2026-11-30 OpenAI shuts down the v1/prompts API, the Evals dashboard and API, and Agent Builder. Fix: OpenAI deprecations page (entries of 3 June 2026)
+- 2026-12-01 OpenAI removes gpt-image-1-mini, gpt-image-1.5 and chatgpt-image-latest from its API. Fix: OpenAI deprecations page (GPT Image entry of 2 June 2026)
+- 2026-12-01 ArcGIS Online: Esri retires 1,121 Living Atlas items in December 2026, and maps that still use them lose those layers. Fix: Where the item's notice says a new version is available, Esri recommends updating your maps and apps to use it; look for it from the old item's page. After swit
+- 2026-12-11 OpenAI removes GPT-5, GPT-5 mini, GPT-5 nano, GPT-5 pro, o3 and o3-pro from its API, short names included. Fix: OpenAI deprecations page (entry of 11 June 2026)
+- 2026-12-16 Socrata removes its SODA1 API: rows.csv download links stop working. Fix: Replacement URL plus pandas and R code that keeps the old column names and numbers
+- 2026-12-25 Ruby 4.1 (expected 25 December): gems with old C extensions stop installing. Fix: Upgrade each gem when its maintainers release a fix. eventmachine, thin, yajl-ruby and panko_serializer have fixed this on their main branch but not released it
+- 2026-12-31 LaunchDarkly REST API: old versions stop working. Fix: Send the header on every call and page through each list. The code below lists every flag in a project in Python and needs the Requests package installed (pip i
+- 2027-01-01 The first hour of 2027 lands in 2026 in Microsoft's new Canadian time zones: SQL Server 2025 CU10 on Linux and .NET Framework. Fix: Tested workaround for SQL Server: apply the fixed offset for times from 1 November 2026
+- 2027-01-06 OpenAI shuts down its text-to-speech models, and its Speech endpoint has no model left to use. Fix: OpenAI text-to-speech guide (deprecation notice and the Realtime API route)
+- 2027-01-09 Homebrew removes protobuf@21: macOS CI that installs it stops. Fix: The lasting fix is the supported formula, protobuf (brew install protobuf); we did not test whether a given project builds against it. To keep 3.21 a while long
+- 2027-01-13 GitHub permanently stops accepting SHA-1 RSA signatures and one key exchange over SSH. Fix: Switch to an Ed25519 or ECDSA key. In our test it worked on every stack that can load one, old versions included, and GitHub says these keys keep working. Make
+- 2027-01-14 OpenAI removes GPT-4o, GPT-4o mini, GPT-4.1 and GPT-4.1 mini from its API. Fix: OpenAI deprecations page (entry of 14 October 2026)
+- 2027-01-20 OpenAI removes gpt-realtime and its older audio models, and LiveKit's OpenAI RealtimeModel still asks for gpt-realtime by default. Fix: OpenAI deprecations page (2026-07-20 entry: each model and its replacement)
+- 2027-02-01 US airline delay data gets a new cause category: ten events leave the Air Carrier code. Fix: DOT notice: the rule applies to flights from 1 January 2027
+- 2027-02-22 USGS decommissions WaterServices: requests are redirected to a notice. Fix: USGS migration guide to the new Water Data APIs
+- 2027-02-26 OpenAI shuts down whisper-1 and the GPT-4o transcription models; its guides name no current model for timestamps, subtitle files or speaker labels. Fix: OpenAI speech-to-text guide (deprecation notice and current workflows)
+- 2027-03-06 US health-plan price files change shape: one in-network file per provider network, posted quarterly. Fix: CMS price-transparency-guide: tagged versions (no 3.0 tag on 30 October 2026)
+- 2027-03-15 Publicly trusted TLS certificates drop to a 100-day maximum. Fix: CA/Browser Forum Baseline Requirements (dates in section 1.2.2)
+- 2027-04-08 Amazon Bedrock ends Claude Sonnet 4.5 (anthropic.claude-sonnet-4-5-20250929-v1:0) on 8 April 2027. Fix: Amazon Bedrock model lifecycle page (Legacy models)
+- 2027-04-22 node:latest becomes Node 27, and node:latest and node:lts stop being the same image. Fix: Node.js 27 release notes (alpha so far)
+- 2027-04-30 Node 22 reaches end of life, and the node:22 images stop getting updates. Fix: Install lines for Yarn, Corepack and pnpm, checked on Node 24 and 26

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items.jsonl ADDED Viewed

	@@ -0,0 +1,64 @@

+{"id": "openai-chat-py-summary", "rows": ["2027-01-14-openai-removes-gpt-4o-gpt-4-1", "2026-12-11-openai-removes-gpt-5-o3-snapshots"], "rowIds": ["gpt-4.1", "gpt-4.1-2025-04-14", "gpt-4.1-mini", "gpt-4.1-mini-2025-04-14", "gpt-4o", "gpt-4o-2024-08-06", "gpt-4o-2024-11-20", "gpt-4o-mini", "gpt-4o-mini-2024-07-18", "gpt-5", "gpt-5-2025-08-07", "gpt-5-mini", "gpt-5-mini-2025-08-07", "gpt-5-nano", "gpt-5-nano-2025-08-07", "gpt-5-pro", "gpt-5-pro-2025-10-06", "o3", "o3-2025-04-16", "o3-pro", "o3-pro-2025-06-10"], "breakClass": "stops-working", "prompt": "Write a Python script that reads a text file given on the command line and prints a three-sentence summary from OpenAI's API. Use the official openai package.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:openai/)?((?:gpt|o\\d|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["client.chat.completions.create(model=\"gpt-5-mini\", messages=m)"], "pass": ["client.responses.create(model=\"gpt-6-luna\", input=text)"]}, "note": ""}
+{"id": "openai-chat-node-classify", "rows": ["2027-01-14-openai-removes-gpt-4o-gpt-4-1", "2026-12-11-openai-removes-gpt-5-o3-snapshots"], "rowIds": ["gpt-4.1", "gpt-4.1-2025-04-14", "gpt-4.1-mini", "gpt-4.1-mini-2025-04-14", "gpt-4o", "gpt-4o-2024-08-06", "gpt-4o-2024-11-20", "gpt-4o-mini", "gpt-4o-mini-2024-07-18", "gpt-5", "gpt-5-2025-08-07", "gpt-5-mini", "gpt-5-mini-2025-08-07", "gpt-5-nano", "gpt-5-nano-2025-08-07", "gpt-5-pro", "gpt-5-pro-2025-10-06", "o3", "o3-2025-04-16", "o3-pro", "o3-pro-2025-06-10"], "breakClass": "stops-working", "prompt": "Node.js + Express: add a POST /classify endpoint that sends the request body's text to OpenAI and returns {label: 'positive'|'negative'|'neutral'}. Use the official openai npm package.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:openai/)?((?:gpt|o\\d|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["const r = await openai.chat.completions.create({ model: 'o3', messages });"], "pass": ["const r = await openai.responses.create({ model: 'gpt-6.1-sol', input });"]}, "note": ""}
+{"id": "openai-chat-curl", "rows": ["2027-01-14-openai-removes-gpt-4o-gpt-4-1", "2026-12-11-openai-removes-gpt-5-o3-snapshots"], "rowIds": ["gpt-4.1", "gpt-4.1-2025-04-14", "gpt-4.1-mini", "gpt-4.1-mini-2025-04-14", "gpt-4o", "gpt-4o-2024-08-06", "gpt-4o-2024-11-20", "gpt-4o-mini", "gpt-4o-mini-2024-07-18", "gpt-5", "gpt-5-2025-08-07", "gpt-5-mini", "gpt-5-mini-2025-08-07", "gpt-5-nano", "gpt-5-nano-2025-08-07", "gpt-5-pro", "gpt-5-pro-2025-10-06", "o3", "o3-2025-04-16", "o3-pro", "o3-pro-2025-06-10"], "breakClass": "stops-working", "prompt": "Give me a curl command that sends the message 'Hello' to OpenAI's API and prints the model's reply, reading the key from $OPENAI_API_KEY.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:openai/)?((?:gpt|o\\d|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["-d '{\"model\": \"gpt-5-2025-08-07\", \"input\": \"Hello\"}'"], "pass": ["-d '{\"model\": \"gpt-5.6-terra\", \"input\": \"Hello\"}'"]}, "note": ""}
+{"id": "openai-chat-fastapi-extract", "rows": ["2027-01-14-openai-removes-gpt-4o-gpt-4-1", "2026-12-11-openai-removes-gpt-5-o3-snapshots"], "rowIds": ["gpt-4.1", "gpt-4.1-2025-04-14", "gpt-4.1-mini", "gpt-4.1-mini-2025-04-14", "gpt-4o", "gpt-4o-2024-08-06", "gpt-4o-2024-11-20", "gpt-4o-mini", "gpt-4o-mini-2024-07-18", "gpt-5", "gpt-5-2025-08-07", "gpt-5-mini", "gpt-5-mini-2025-08-07", "gpt-5-nano", "gpt-5-nano-2025-08-07", "gpt-5-pro", "gpt-5-pro-2025-10-06", "o3", "o3-2025-04-16", "o3-pro", "o3-pro-2025-06-10"], "breakClass": "stops-working", "prompt": "In my FastAPI app, add a function that uses OpenAI structured outputs to pull {name, email, company} out of free text an inbound sales form sends us. Python, official openai SDK.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:openai/)?((?:gpt|o\\d|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["completion = client.beta.chat.completions.parse(model=\"gpt-4o-2024-08-06\", response_format=Lead)"], "pass": ["resp = client.responses.parse(model=\"gpt-6-luna\", text_format=Lead)"]}, "note": ""}
+{"id": "openai-chat-langchain-config", "rows": ["2027-01-14-openai-removes-gpt-4o-gpt-4-1", "2026-12-11-openai-removes-gpt-5-o3-snapshots"], "rowIds": ["gpt-4.1", "gpt-4.1-2025-04-14", "gpt-4.1-mini", "gpt-4.1-mini-2025-04-14", "gpt-4o", "gpt-4o-2024-08-06", "gpt-4o-2024-11-20", "gpt-4o-mini", "gpt-4o-mini-2024-07-18", "gpt-5", "gpt-5-2025-08-07", "gpt-5-mini", "gpt-5-mini-2025-08-07", "gpt-5-nano", "gpt-5-nano-2025-08-07", "gpt-5-pro", "gpt-5-pro-2025-10-06", "o3", "o3-2025-04-16", "o3-pro", "o3-pro-2025-06-10"], "breakClass": "stops-working", "prompt": "Write config.py for a LangChain RAG app that uses OpenAI for chat: read OPENAI_API_KEY from the environment and set a sensible default chat model that can be overridden with an env var.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:openai/)?((?:gpt|o\\d|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["CHAT_MODEL = os.getenv(\"CHAT_MODEL\", \"gpt-5-nano\")"], "pass": ["CHAT_MODEL = os.getenv(\"CHAT_MODEL\", \"gpt-6-luna\")"]}, "note": ""}
+{"id": "claude-py-summary", "rows": ["2026-11-30-claude-sonnet-4-5-retired"], "rowIds": ["claude-sonnet-4-5", "claude-sonnet-4-5-20250929"], "breakClass": "stops-working", "prompt": "Python: summarize a long support ticket thread into 5 bullet points using Anthropic's Claude API with the official anthropic package.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(claude-[\\w.\\-]+)(?![\\w.-])", "providers": ["anthropic"]}, "fixtures": {"fail": ["msg = client.messages.create(model=\"claude-sonnet-4-5-20250929\", max_tokens=1024, messages=m)"], "pass": ["msg = client.messages.create(model=\"claude-sonnet-5-5\", max_tokens=1024, messages=m)"]}, "note": ""}
+{"id": "claude-ts-stream", "rows": ["2026-11-30-claude-sonnet-4-5-retired"], "rowIds": ["claude-sonnet-4-5", "claude-sonnet-4-5-20250929"], "breakClass": "stops-working", "prompt": "TypeScript: a small CLI chat loop that streams Claude's replies to stdout using @anthropic-ai/sdk.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(claude-[\\w.\\-]+)(?![\\w.-])", "providers": ["anthropic"]}, "fixtures": {"fail": ["const stream = client.messages.stream({ model: 'claude-sonnet-4-5-20250929', max_tokens: 1024, messages });"], "pass": ["const stream = client.messages.stream({ model: 'claude-haiku-5-5', max_tokens: 1024, messages });"]}, "note": ""}
+{"id": "claude-curl", "rows": ["2026-11-30-claude-sonnet-4-5-retired"], "rowIds": ["claude-sonnet-4-5", "claude-sonnet-4-5-20250929"], "breakClass": "stops-working", "prompt": "curl command to send 'Hello, Claude' to Anthropic's Messages API with my key from $ANTHROPIC_API_KEY.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(claude-[\\w.\\-]+)(?![\\w.-])", "providers": ["anthropic"]}, "fixtures": {"fail": ["-d '{\"model\": \"claude-sonnet-4-5-20250929\", \"max_tokens\": 256, \"messages\": [{\"role\":\"user\",\"content\":\"Hello, Claude\"}]}'"], "pass": ["-d '{\"model\": \"claude-opus-5-5\", \"max_tokens\": 256, \"messages\": [{\"role\":\"user\",\"content\":\"Hello, Claude\"}]}'"]}, "note": ""}
+{"id": "claude-vercel-ai", "rows": ["2026-11-30-claude-sonnet-4-5-retired"], "rowIds": ["claude-sonnet-4-5", "claude-sonnet-4-5-20250929"], "breakClass": "stops-working", "prompt": "Next.js route handler (app/api/chat/route.ts) that streams a chat reply from Claude using the Vercel AI SDK's Anthropic provider.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(claude-[\\w.\\-]+)(?![\\w.-])", "providers": ["anthropic"]}, "fixtures": {"fail": ["model: anthropic('claude-sonnet-4-5-20250929'),"], "pass": ["model: anthropic('claude-sonnet-5-5'),"]}, "note": ""}
+{"id": "bedrock-boto3-converse", "rows": ["2027-04-08-bedrock-claude-sonnet-4-5-end-of-life"], "rowIds": ["anthropic.claude-sonnet-4-5-20250929-v1:0"], "breakClass": "stops-working", "prompt": "Python boto3: call Claude Sonnet on Amazon Bedrock with the Converse API to answer a question, region us-east-1.", "check": {"type": "model_id", "pattern": "(?<![\\w-])((?:(?:us|eu|apac|global|jp|au)\\.)?anthropic\\.claude[\\w.\\-]+(?::\\d+)?)", "providers": ["bedrock"]}, "fixtures": {"fail": ["modelId=\"anthropic.claude-sonnet-4-5-20250929-v1:0\""], "pass": ["modelId=\"global.anthropic.claude-sonnet-5-5\""]}, "note": "PASS fixture uses an ID absent from the legacy page; it must be on Bedrock's current model list before scoring (UNKNOWN otherwise)"}
+{"id": "bedrock-js-invoke", "rows": ["2027-04-08-bedrock-claude-sonnet-4-5-end-of-life"], "rowIds": ["anthropic.claude-sonnet-4-5-20250929-v1:0"], "breakClass": "stops-working", "prompt": "Node.js with @aws-sdk/client-bedrock-runtime: send a prompt to Anthropic Claude on Bedrock and print the text reply.", "check": {"type": "model_id", "pattern": "(?<![\\w-])((?:(?:us|eu|apac|global|jp|au)\\.)?anthropic\\.claude[\\w.\\-]+(?::\\d+)?)", "providers": ["bedrock"]}, "fixtures": {"fail": ["modelId: \"anthropic.claude-sonnet-4-5-20250929-v1:0\","], "pass": ["modelId: \"us.anthropic.claude-opus-5-5\","]}, "note": ""}
+{"id": "gemini-tts-py", "rows": ["2026-11-17-gemini-tts-live-previews-shut-down"], "rowIds": ["gemini-2.5-flash-native-audio-preview-12-2025", "gemini-2.5-flash-preview-tts", "gemini-2.5-pro-preview-tts", "gemini-3.1-flash-live-preview", "gemini-3.1-flash-tts-preview"], "breakClass": "stops-working", "prompt": "Python: turn a paragraph into spoken audio with the Gemini API (google-genai package) and save it as a WAV file.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:models/)?(gemini-[\\w.\\-]+)(?![\\w.-])", "providers": ["google"]}, "fixtures": {"fail": ["model=\"gemini-2.5-flash-preview-tts\","], "pass": ["model=\"gemini-3.8-flash-tts\","]}, "note": "Provider page moved this shutdown to 2026-12-18 (calendar row says 11-17); scored from the provider page"}
+{"id": "gemini-tts-js", "rows": ["2026-11-17-gemini-tts-live-previews-shut-down"], "rowIds": ["gemini-2.5-flash-native-audio-preview-12-2025", "gemini-2.5-flash-preview-tts", "gemini-2.5-pro-preview-tts", "gemini-3.1-flash-live-preview", "gemini-3.1-flash-tts-preview"], "breakClass": "stops-working", "prompt": "JavaScript (@google/genai): generate speech for a short greeting with two speakers and write it to a file.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:models/)?(gemini-[\\w.\\-]+)(?![\\w.-])", "providers": ["google"]}, "fixtures": {"fail": ["model: 'gemini-2.5-pro-preview-tts',"], "pass": ["model: 'gemini-3.8-flash-lite-tts',"]}, "note": ""}
+{"id": "gemini-live-py", "rows": ["2026-11-17-gemini-tts-live-previews-shut-down"], "rowIds": ["gemini-2.5-flash-native-audio-preview-12-2025", "gemini-2.5-flash-preview-tts", "gemini-2.5-pro-preview-tts", "gemini-3.1-flash-live-preview", "gemini-3.1-flash-tts-preview"], "breakClass": "stops-working", "prompt": "Python: a minimal voice assistant that streams microphone audio to the Gemini Live API and plays the spoken reply.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])(?:models/)?(gemini-[\\w.\\-]+)(?![\\w.-])", "providers": ["google"]}, "fixtures": {"fail": ["MODEL = \"gemini-2.5-flash-native-audio-preview-12-2025\""], "pass": ["MODEL = \"gemini-3.8-live\""]}, "note": ""}
+{"id": "openai-tts-py", "rows": ["2027-01-06-openai-removes-text-to-speech-models"], "rowIds": ["gpt-4o-mini-tts", "gpt-4o-mini-tts-2025-03-20", "gpt-4o-mini-tts-2025-12-15", "tts-1", "tts-1-hd"], "breakClass": "stops-working", "prompt": "Python: read a markdown file aloud: convert its text to an MP3 using OpenAI's API.", "check": {"type": "regex", "fail": ["\\baudio\\.speech\\b", "/v1/audio/speech", "[\\\"']tts-1(-hd)?[\\\"']", "gpt-4o-mini-tts"], "all_fail": [], "pass": ["gpt-realtime-2\\.1", "gpt-audio-1\\.5"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["resp = client.audio.speech.create(model=\"tts-1\", voice=\"alloy\", input=text)"], "pass": ["session = {\"model\": \"gpt-realtime-2.1-mini\", \"output_modalities\": [\"audio\"]}"]}, "note": "Every model the Speech endpoint accepts is removed 2027-01-06; the replacement is the Realtime API"}
+{"id": "openai-tts-node", "rows": ["2027-01-06-openai-removes-text-to-speech-models"], "rowIds": ["gpt-4o-mini-tts", "gpt-4o-mini-tts-2025-03-20", "gpt-4o-mini-tts-2025-12-15", "tts-1", "tts-1-hd"], "breakClass": "stops-working", "prompt": "Node.js: an Express endpoint GET /speak?text=... that returns spoken audio of the text generated by OpenAI.", "check": {"type": "regex", "fail": ["\\baudio\\.speech\\b", "/v1/audio/speech", "[\\\"']tts-1(-hd)?[\\\"']", "gpt-4o-mini-tts"], "all_fail": [], "pass": ["gpt-realtime-2\\.1", "gpt-audio-1\\.5"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["const mp3 = await openai.audio.speech.create({ model: 'gpt-4o-mini-tts', voice: 'coral', input: text });"], "pass": ["const ws = new WebSocket('wss://api.openai.com/v1/realtime?model=gpt-realtime-2.1-mini');"]}, "note": ""}
+{"id": "openai-transcribe-py", "rows": ["2027-02-26-openai-removes-whisper-1-transcription"], "rowIds": ["gpt-4o-mini-transcribe", "gpt-4o-mini-transcribe-2025-12-15", "gpt-4o-transcribe", "gpt-4o-transcribe-diarize", "whisper-1"], "breakClass": "stops-working", "prompt": "Python: transcribe meeting.mp3 to text with OpenAI's API and save the transcript to meeting.txt.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["client.audio.transcriptions.create(model=\"whisper-1\", file=f)"], "pass": ["client.audio.transcriptions.create(model=\"gpt-transcribe\", file=f)"]}, "note": ""}
+{"id": "openai-transcribe-node", "rows": ["2027-02-26-openai-removes-whisper-1-transcription"], "rowIds": ["gpt-4o-mini-transcribe", "gpt-4o-mini-transcribe-2025-12-15", "gpt-4o-transcribe", "gpt-4o-transcribe-diarize", "whisper-1"], "breakClass": "stops-working", "prompt": "Node.js: transcribe every .m4a file in a folder using OpenAI and write one .txt per file.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["await openai.audio.transcriptions.create({ file, model: 'gpt-4o-transcribe' });"], "pass": ["await openai.audio.transcriptions.create({ file, model: 'gpt-transcribe' });"]}, "note": ""}
+{"id": "openai-realtime-py", "rows": ["2027-01-20-openai-removes-gpt-realtime-and-legacy-audio-models"], "rowIds": ["gpt-4o(-mini)?-(realtime|audio)(-preview[\\w.\\-]*)?", "gpt-4o-audio", "gpt-4o-mini-audio", "gpt-4o-mini-realtime", "gpt-4o-mini-transcribe-2025-03-20", "gpt-4o-realtime", "gpt-audio", "gpt-audio-mini", "gpt-realtime", "gpt-realtime-2025-08-28", "gpt-realtime-mini", "gpt-realtime-mini-2025-12-15"], "breakClass": "stops-working", "prompt": "Python: connect to OpenAI's Realtime API over WebSocket, send one user text message and print the streamed text reply.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["url = \"wss://api.openai.com/v1/realtime?model=gpt-realtime\""], "pass": ["url = \"wss://api.openai.com/v1/realtime?model=gpt-realtime-2.1\""]}, "note": ""}
+{"id": "openai-realtime-browser", "rows": ["2027-01-20-openai-removes-gpt-realtime-and-legacy-audio-models"], "rowIds": ["gpt-4o(-mini)?-(realtime|audio)(-preview[\\w.\\-]*)?", "gpt-4o-audio", "gpt-4o-mini-audio", "gpt-4o-mini-realtime", "gpt-4o-mini-transcribe-2025-03-20", "gpt-4o-realtime", "gpt-audio", "gpt-audio-mini", "gpt-realtime", "gpt-realtime-2025-08-28", "gpt-realtime-mini", "gpt-realtime-mini-2025-12-15"], "breakClass": "stops-working", "prompt": "Browser JavaScript: a push-to-talk voice chat with OpenAI's Realtime API over WebRTC (assume my server returns an ephemeral key at /session).", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["const model = 'gpt-realtime-mini';"], "pass": ["const model = 'gpt-realtime-2.1-mini';"]}, "note": ""}
+{"id": "openai-image-py", "rows": ["2026-12-01-openai-gpt-image-models-removed"], "rowIds": ["chatgpt-image-latest", "gpt-image-1-mini", "gpt-image-1.5"], "breakClass": "stops-working", "prompt": "Python: generate a 1024x1024 PNG of 'a lighthouse at dawn, watercolor' with OpenAI's API and save it to disk.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["img = client.images.generate(model=\"gpt-image-1.5\", prompt=p, size=\"1024x1024\")"], "pass": ["img = client.images.generate(model=\"gpt-image-2.6-flare\", prompt=p, size=\"1024x1024\")"]}, "note": ""}
+{"id": "openai-image-node", "rows": ["2026-12-01-openai-gpt-image-models-removed"], "rowIds": ["chatgpt-image-latest", "gpt-image-1-mini", "gpt-image-1.5"], "breakClass": "stops-working", "prompt": "Node.js: an endpoint POST /avatar that turns a text description into an image with OpenAI and returns it as base64.", "check": {"type": "model_id", "pattern": "(?<![\\w.-])((?:gpt|tts|whisper|dall-e|chatgpt)[\\w.\\-]*)(?![\\w.-])", "providers": ["openai"]}, "fixtures": {"fail": ["const r = await openai.images.generate({ model: 'gpt-image-1-mini', prompt });"], "pass": ["const r = await openai.images.generate({ model: 'gpt-image-2.6-sunburst', prompt });"]}, "note": ""}
+{"id": "openai-llm-judge", "rows": ["2026-11-30-openai-prompts-evals-agent-builder-shut-down"], "rowIds": [], "breakClass": "stops-working", "prompt": "Write a Python script that runs my support-bot system prompt over 50 test questions in tests.csv and grades each answer 1-5 with an LLM judge, using OpenAI. Print the average score.", "check": {"type": "regex", "fail": ["\\bevals\\.(runs\\.)?create\\b", "/v1/evals\\b"], "all_fail": [], "pass": ["\\b(chat\\.completions|responses)\\.(create|parse)\\b", "\\bChatCompletion\\.a?create\\b"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["run = client.evals.runs.create(eval_id, data_source=src)"], "pass": ["r = client.responses.create(model=MODEL, input=q)"]}, "note": "Evals API shuts down 2026-11-30; a plain judge loop is the live route. Only the Evals call is scored here, not model IDs"}
+{"id": "langfuse-export-py", "rows": ["2026-11-16-langfuse-cloud-deprecated-apis-removed"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: export yesterday's Langfuse traces (name, user id, latency, total cost) to a CSV file. We use Langfuse Cloud.", "check": {"type": "regex", "fail": ["/api/public/(traces|observations|sessions)\\b", "\\bfetch_(traces|observations|sessions)\\s*\\(", "\\bapi\\.(trace|observations?|sessions?)\\.(list|get)\\s*\\(", "\\bfetchTraces\\s*\\(", "\\bfetchObservations\\s*\\(", "\\bapi\\.trace\\.list\\b", "\\bget_traces\\s*\\(", "\\blangfuse\\w*\\.(api\\.)?(traces?|sessions?|observations?)\\.(list|get)\\s*\\(", "(?s)\\A(?=.*langfuse)(?=.*(?<!otel)/v1/traces\\b)"], "all_fail": [], "pass": ["/api/public/v2/observations", "\\bapi\\.observations\\.get_many\\s*\\(", "\\bobservations\\.getMany\\s*\\("], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["traces = langfuse.fetch_traces(from_timestamp=start, to_timestamp=end).data"], "pass": ["rows = client.api.observations.get_many(from_start_time=start, to_start_time=end)"]}, "note": "api.observations.get_many is the v4 replacement; v1 path patterns are FAIL only when no v2 call is present"}
+{"id": "langfuse-export-ts", "rows": ["2026-11-16-langfuse-cloud-deprecated-apis-removed"], "rowIds": [], "breakClass": "stops-working", "prompt": "TypeScript: a script that pulls the last 7 days of traces from Langfuse Cloud and counts them per user.", "check": {"type": "regex", "fail": ["/api/public/(traces|observations|sessions)\\b", "\\bfetch_(traces|observations|sessions)\\s*\\(", "\\bapi\\.(trace|observations?|sessions?)\\.(list|get)\\s*\\(", "\\bfetchTraces\\s*\\(", "\\bfetchObservations\\s*\\(", "\\bapi\\.trace\\.list\\b", "\\bget_traces\\s*\\(", "\\blangfuse\\w*\\.(api\\.)?(traces?|sessions?|observations?)\\.(list|get)\\s*\\(", "(?s)\\A(?=.*langfuse)(?=.*(?<!otel)/v1/traces\\b)"], "all_fail": [], "pass": ["/api/public/v2/observations", "\\bapi\\.observations\\.get_many\\s*\\(", "\\bobservations\\.getMany\\s*\\("], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["const res = await langfuse.fetchTraces({ fromTimestamp });"], "pass": ["const res = await fetch(`${host}/api/public/v2/observations?fields=core,basic,trace_context`, { headers });"]}, "note": ""}
+{"id": "postgres-compose-django", "rows": ["2026-11-19-postgres-latest-becomes-19"], "rowIds": [], "breakClass": "stops-working", "prompt": "docker-compose.yml for production: a Django app (built from ./Dockerfile) with PostgreSQL, data kept in a named volume, plus a .env for credentials.", "check": {"type": "regex", "fail": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:(latest|alpine|trixie|bookworm|alpine3\\.2[34]))?[\\\"']?\\s*($|#|\\n)"], "all_fail": [], "pass": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:\\d{1,2}([.\\-][\\w.\\-]*)?|@sha256:)"], "flags": "im", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["services:\n  db:\n    image: postgres\n    volumes:\n      - pgdata:/var/lib/postgresql/data\n"], "pass": ["services:\n  db:\n    image: postgres:18\n    volumes:\n      - pgdata:/var/lib/postgresql\n"]}, "note": ""}
+{"id": "postgres-compose-selfhost", "rows": ["2026-11-19-postgres-latest-becomes-19"], "rowIds": [], "breakClass": "stops-working", "prompt": "I'm self-hosting a small Node.js web app on a VPS. Write the docker-compose.yml with the app, PostgreSQL with persistent storage, and nightly pg_dump backups to ./backups.", "check": {"type": "regex", "fail": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:(latest|alpine|trixie|bookworm|alpine3\\.2[34]))?[\\\"']?\\s*($|#|\\n)"], "all_fail": [], "pass": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:\\d{1,2}([.\\-][\\w.\\-]*)?|@sha256:)"], "flags": "im", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["  db:\n    image: postgres:alpine\n"], "pass": ["  db:\n    image: postgres:17-alpine\n"]}, "note": ""}
+{"id": "postgres-dockerfile-init", "rows": ["2026-11-19-postgres-latest-becomes-19"], "rowIds": [], "breakClass": "stops-working", "prompt": "Dockerfile for our PostgreSQL server image that copies ./init/*.sql into the init folder so the schema is created on first start; we run it with a volume for the data.", "check": {"type": "regex", "fail": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:(latest|alpine|trixie|bookworm|alpine3\\.2[34]))?[\\\"']?\\s*($|#|\\n)"], "all_fail": [], "pass": ["(image:|FROM)\\s*[\\\"']?(docker\\.io/)?(library/)?postgres(:\\d{1,2}([.\\-][\\w.\\-]*)?|@sha256:)"], "flags": "im", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["FROM postgres:latest\nCOPY init/*.sql /docker-entrypoint-initdb.d/\n"], "pass": ["FROM postgres:18-bookworm\nCOPY init/*.sql /docker-entrypoint-initdb.d/\n"]}, "note": ""}
+{"id": "php-dockerfile-redis", "rows": ["2026-11-19-php-8-6-docker-images-drop-pecl-mbstring"], "rowIds": [], "breakClass": "stops-working", "prompt": "Dockerfile for a Laravel app on PHP-FPM that needs the redis and apcu PHP extensions.", "check": {"type": "php"}, "fixtures": {"fail": ["FROM php:fpm\nRUN pecl install redis apcu && docker-php-ext-enable redis apcu\n", "FROM php:8.3-cli AS deps\nRUN composer install\nFROM php:fpm\nRUN install-php-extensions redis apcu\n"], "pass": ["FROM php:8.4-fpm\nRUN pecl install redis apcu && docker-php-ext-enable redis apcu\n"]}, "note": ""}
+{"id": "php-dockerfile-apache-xdebug", "rows": ["2026-11-19-php-8-6-docker-images-drop-pecl-mbstring"], "rowIds": [], "breakClass": "stops-working", "prompt": "Dockerfile for a PHP development image on Apache with Xdebug and mbstring enabled, for our WordPress plugin work.", "check": {"type": "php"}, "fixtures": {"fail": ["FROM php:apache\nRUN pecl install xdebug && docker-php-ext-enable xdebug\n"], "pass": ["FROM php:8.3-apache\nRUN pecl install xdebug && docker-php-ext-enable xdebug\n"]}, "note": ""}
+{"id": "node-dockerfile-yarn-next", "rows": ["2026-10-28-node-lts-becomes-node-26"], "rowIds": [], "breakClass": "stops-working", "prompt": "Multi-stage Dockerfile for a Next.js app that uses Yarn (yarn.lock is committed). Use the LTS Node release.", "check": {"type": "node"}, "fixtures": {"fail": ["FROM node:lts-alpine AS deps\nCOPY package.json yarn.lock ./\nRUN yarn install --frozen-lockfile\n", "FROM node:26-alpine\nRUN yarn install\n"], "pass": ["FROM node:24-alpine AS deps\nCOPY package.json yarn.lock ./\nRUN yarn install --frozen-lockfile\n"]}, "note": "'Use the LTS Node release' is a natural user phrasing; the slot is the tag (moving lts vs a named major)"}
+{"id": "node-dockerfile-pnpm", "rows": ["2026-10-28-node-lts-becomes-node-26"], "rowIds": [], "breakClass": "stops-working", "prompt": "Dockerfile for a pnpm monorepo API service (apps/api) on the current Node LTS. Enable pnpm the standard way.", "check": {"type": "node"}, "fixtures": {"fail": ["FROM node:lts-slim\nRUN corepack enable && corepack prepare pnpm@latest --activate\n"], "pass": ["FROM node:24-slim\nRUN corepack enable && corepack prepare pnpm@latest --activate\n"]}, "note": ""}
+{"id": "node-gitlab-ci-yarn", "rows": ["2026-10-28-node-lts-becomes-node-26"], "rowIds": [], "breakClass": "stops-working", "prompt": ".gitlab-ci.yml for a React app that uses Yarn: install, lint, test and build stages on the Node LTS image, caching node_modules.", "check": {"type": "node"}, "fixtures": {"fail": ["image: node:lts\ninstall:\n  script:\n    - yarn install --frozen-lockfile\n"], "pass": ["image: node:24\ninstall:\n  script:\n    - yarn install --frozen-lockfile\n"]}, "note": ""}
+{"id": "gha-ios-swift", "rows": ["2026-11-02-github-macos-14-runner-retirement"], "rowIds": [], "breakClass": "stops-working", "prompt": "GitHub Actions workflow that builds my iOS app (Xcode project MyApp.xcodeproj, scheme MyApp) and runs its unit tests on an iPhone simulator on every pull request.", "check": {"type": "macos"}, "fixtures": {"fail": ["jobs:\n  test:\n    runs-on: macos-14\n    steps:\n      - run: xcodebuild test -destination 'platform=iOS Simulator,name=iPhone 15'\n"], "pass": ["jobs:\n  test:\n    runs-on: macos-15\n    steps:\n      - run: xcodebuild test -destination 'platform=iOS Simulator,name=iPhone 16'\n"]}, "note": "macos-12/13 labels are BROKEN_ALREADY_OTHER (off-row). Row source: https://github.blog/changelog/2026-10-01-github-actions-macos-14-runner-image-retirement/ . Simulator names: the macos-15 image's software list (https://github.com/actions/runner-images/blob/main/images/macos/macos-15-arm64-Readme.md, read 2026-11-14) lists no iPhone 15 and no iOS 17 simulator, so those names also fail on macos-15; they are recorded as offRowTokens and not scored on this row."}
+{"id": "gha-flutter-ios", "rows": ["2026-11-02-github-macos-14-runner-retirement"], "rowIds": [], "breakClass": "stops-working", "prompt": "GitHub Actions: build a Flutter app for both Android and iOS (no code signing) on push to main.", "check": {"type": "macos"}, "fixtures": {"fail": ["  ios:\n    runs-on: macos-14\n"], "pass": ["  ios:\n    runs-on: macos-latest\n"]}, "note": ""}
+{"id": "gha-react-native-ios", "rows": ["2026-11-02-github-macos-14-runner-retirement"], "rowIds": [], "breakClass": "stops-working", "prompt": "GitHub Actions workflow for a React Native app: run Detox end-to-end tests on an iOS simulator.", "check": {"type": "macos"}, "fixtures": {"fail": ["    runs-on: macos-14-xlarge\n"], "pass": ["    runs-on: macos-26\n"]}, "note": ""}
+{"id": "gha-python-matrix-38", "rows": ["2026-10-19-ubuntu-latest-26-04-python-ruby-setup"], "rowIds": [], "breakClass": "stops-working", "prompt": "My Python library still supports Python 3.8. Write a GitHub Actions workflow that runs pytest on Python 3.8 through 3.13 for every push.", "check": {"type": "ghapy", "old": "8|9"}, "fixtures": {"fail": ["jobs:\n  test:\n    runs-on: ubuntu-latest\n    strategy:\n      matrix:\n        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12', '3.13']\n    steps:\n      - uses: actions/setup-python@v5\n"], "pass": ["jobs:\n  test:\n    runs-on: ubuntu-24.04\n    strategy:\n      matrix:\n        python-version: ['3.8', '3.9', '3.10', '3.11', '3.12', '3.13']\n    steps:\n      - uses: actions/setup-python@v5\n"]}, "note": "actions/python-versions manifest (fetched 2026-11-13): 26.04 builds start at 3.10"}
+{"id": "gha-python-39-django", "rows": ["2026-10-19-ubuntu-latest-26-04-python-ruby-setup"], "rowIds": [], "breakClass": "stops-working", "prompt": "CI for a Django 3.2 project pinned to Python 3.9 (we can't upgrade yet): GitHub Actions workflow that installs requirements.txt and runs manage.py test against a Postgres service.", "check": {"type": "ghapy", "old": "9"}, "fixtures": {"fail": ["    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/setup-python@v5\n        with:\n          python-version: '3.9'\n"], "pass": ["    runs-on: ubuntu-22.04\n    steps:\n      - uses: actions/setup-python@v5\n        with:\n          python-version: '3.9'\n"]}, "note": ""}
+{"id": "azure-pipelines-cache", "rows": ["2026-11-19-azure-pipelines-ubuntu-latest-26-04-home-vsts"], "rowIds": [], "breakClass": "stops-working", "prompt": "azure-pipelines.yml for a Node + Python repo on Microsoft-hosted ubuntu-latest: cache npm and pip downloads between runs, then build and test.", "check": {"type": "regex", "fail": ["/home/vsts\\b"], "all_fail": [], "pass": ["\\$\\(Pipeline\\.Workspace\\)|\\$HOME|\\$\\(Agent\\.(TempDirectory|HomeDirectory)\\)|\\$\\(Build\\.SourcesDirectory\\)"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["variables:\n  npm_config_cache: /home/vsts/.npm\n"], "pass": ["variables:\n  npm_config_cache: $(Pipeline.Workspace)/.npm\n"]}, "note": ""}
+{"id": "usgs-dv-python", "rows": ["2027-02-22-usgs-waterservices-decommissioned"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: download daily mean discharge for USGS site 01646500 (Potomac River) for 2020-2025 into a pandas DataFrame and plot it.", "check": {"type": "regex", "fail": ["waterservices\\.usgs\\.gov", "\\bnwis\\.(get_dv|get_record|get_iv|get_info|get_stats|get_discharge|get_gwlevels|what_sites)\\s*\\("], "all_fail": [], "pass": ["api\\.waterdata\\.usgs\\.gov/(ogcapi|samples-data|statistics)\\b", "\\bwaterdata\\.get_\\w+\\s*\\("], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["df, md = nwis.get_dv(sites=\"01646500\", parameterCd=\"00060\", start=\"2020-01-01\", end=\"2025-12-31\")"], "pass": ["df, md = waterdata.get_daily(monitoring_location_id=\"USGS-01646500\", parameter_code=\"00060\", time=\"2020-01-01/2025-12-31\")"]}, "note": "dataretrieval 1.4.0 wheel (fetched 2026-11-13): nwis.py WATERSERVICE_URL = waterservices.usgs.gov; waterdata/ uses api.waterdata.usgs.gov"}
+{"id": "usgs-iv-js", "rows": ["2027-02-22-usgs-waterservices-decommissioned"], "rowIds": [], "breakClass": "stops-working", "prompt": "JavaScript (Node 22, built-in fetch): get the latest gage height reading for USGS site 09380000 and print it with its timestamp.", "check": {"type": "regex", "fail": ["waterservices\\.usgs\\.gov"], "all_fail": [], "pass": ["api\\.waterdata\\.usgs\\.gov/(ogcapi|samples-data|statistics)\\b"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["const url = `https://waterservices.usgs.gov/nwis/iv/?format=json&sites=09380000&parameterCd=00065`;"], "pass": ["const url = `https://api.waterdata.usgs.gov/ogcapi/v0/collections/latest-continuous/items?monitoring_location_id=USGS-09380000&parameter_code=00065`;"]}, "note": ""}
+{"id": "socrata-chicago-pandas", "rows": ["2026-12-16-socrata-soda1-removal"], "rowIds": [], "breakClass": "stops-working", "prompt": "pandas: load the full City of Chicago 'Crimes - 2001 to Present' dataset (data.cityofchicago.org, id ijzp-q8t2) as a CSV download and count crimes per year.", "check": {"type": "regex", "fail": ["accessType=DOWNLOAD", "/api/views/[a-z0-9]{4}-[a-z0-9]{4}/rows\\.(csv|json|xml)"], "all_fail": [], "pass": ["/resource/[a-z0-9]{4}-[a-z0-9]{4}\\.(csv|json|geojson)", "/api/views/[a-z0-9]{4}-[a-z0-9]{4}/export\\.csv|/export\\.csv", "\\bSocrata\\(|sodapy"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["url = \"https://data.cityofchicago.org/api/views/ijzp-q8t2/rows.csv?accessType=DOWNLOAD\""], "pass": ["url = \"https://data.cityofchicago.org/resource/ijzp-q8t2.csv?$limit=10000000\""]}, "note": ""}
+{"id": "socrata-nyc-r", "rows": ["2026-12-16-socrata-soda1-removal"], "rowIds": [], "breakClass": "stops-working", "prompt": "R script: download the NYC 311 Service Requests dataset (data.cityofnewyork.us, id erm2-nwe9) as CSV for the whole table and save it as an .rds file.", "check": {"type": "regex", "fail": ["accessType=DOWNLOAD", "/api/views/[a-z0-9]{4}-[a-z0-9]{4}/rows\\.(csv|json|xml)"], "all_fail": [], "pass": ["/resource/[a-z0-9]{4}-[a-z0-9]{4}\\.(csv|json|geojson)", "/api/views/[a-z0-9]{4}-[a-z0-9]{4}/export\\.csv|/export\\.csv", "\\bSocrata\\(|sodapy"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["u <- \"https://data.cityofnewyork.us/api/views/erm2-nwe9/rows.csv?accessType=DOWNLOAD\""], "pass": ["u <- \"https://data.cityofnewyork.us/api/views/erm2-nwe9/export.csv\""]}, "note": ""}
+{"id": "noaa-hires-forecast", "rows": ["2026-11-03-noaa-nam-model-ends"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: download the latest 3 km high-resolution operational forecast for the continental US from NOAA NOMADS (GRIB2, 2 m temperature only, next 18 hours) and plot hour 6.", "check": {"type": "regex", "fail": ["nccf/com/(nam|sref|href|hiresw|nam_mos)/", "filter_nam(_conusnest|hires)?\\.pl", "gribfilter\\.php\\?ds=(nam|sref|href|hiresw)", "\\bnam\\.t(\\d\\d|\\{[^}\\n]*\\})z\\.conusnest"], "all_fail": [], "pass": ["nccf/com/(hrrr|rrfs|gfs|refs)/|filter_(hrrr|gfs|rrfs)|hrrr\\.t(\\d\\d|\\{[^}\\n]*\\})z|rrfs\\.t(\\d\\d|\\{[^}\\n]*\\})z|noaa-(hrrr|rrfs)"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["url = f\"https://nomads.ncep.noaa.gov/pub/data/nccf/com/nam/prod/nam.{day}/nam.t{cyc}z.conusnest.hiresf06.tm00.grib2\""], "pass": ["url = f\"https://nomads.ncep.noaa.gov/pub/data/nccf/com/hrrr/prod/hrrr.{day}/conus/hrrr.t{cyc}z.wrfsfcf06.grib2\""]}, "note": "NAM ended 2026-11-03 (calendar); HRRR and RRFS are live routes"}
+{"id": "launchdarkly-list-flags", "rows": ["2026-12-31-launchdarkly-rest-api-old-versions-retired"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python script that lists every feature flag in our LaunchDarkly project 'web' with its key and whether it is on in production, using the REST API and an access token from LD_TOKEN.", "check": {"type": "launchdarkly"}, "fixtures": {"fail": ["headers = {\"Authorization\": token, \"LD-API-Version\": \"beta\"}\nr = requests.get(f\"{base}/api/v2/flags/web\", headers=headers)\n"], "pass": ["headers = {\"Authorization\": token, \"LD-API-Version\": \"20240415\"}\nwhile True:\n    r = requests.get(url, params={\"limit\": 100, \"offset\": offset}, headers=headers)\n"]}, "note": "FAIL = a retired LD-API-Version, or 20240415 with no paging (silent 20-flag truncation); no header = UNSCORED (depends on the token's default)"}
+{"id": "irs-1099-efile", "rows": ["2026-11-19-irs-fire-closes-publication-1220"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: from contractors.csv (name, TIN, address, amount), generate the electronic file our company submits to the IRS to e-file 1099-NEC forms for 2026.", "check": {"type": "regex", "fail": ["fire\\.irs\\.gov", "ljust\\(\\s*750\\s*\\)|:<750\\}|%-?750s|\\.{0,3}750\\b[^\\n]{0,40}(record|bytes|len)|(RECORD_LEN(GTH)?|REC_LEN)\\s*=\\s*750"], "all_fail": [], "pass": ["iris\\.irs\\.gov|publication\\s*5718|pub\\.?\\s*5718|\\bIRIS\\s+(Taxpayer\\s+Portal|CSV)\\b"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["rec = ('T' + str(year) + tcc).ljust(750)\n"], "pass": ["TEMPLATE = \"IRIS Taxpayer Portal 1099-NEC CSV template\"\nwriter.writerow(IRIS_HEADER)\n"]}, "note": "FIRE takes its last returns 2026-11-19; Pub 1220 becomes obsolete; IRIS is the only route from 2027-01-01"}
+{"id": "duckdb-parquet-first-row", "rows": ["2026-11-17-duckdb-1-4-lts-ends"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: open events.parquet with DuckDB, count rows per event_type, and print the single most common event_type as a tuple (event_type, count).", "check": {"type": "exec_duckdb", "static_fail": ["\\.(sql|query)\\([^\\n]*\\)\\s*\\.(fetchone|fetchmany|execute)\\(", "\\.execute\\([^\\n]*\\)\\s*\\.(fetch_arrow_table|arrow|pl)\\("]}, "fixtures": {"fail": ["import duckdb\nprint(duckdb.sql(\"SELECT event_type, count(*) c FROM 'events.parquet' GROUP BY 1 ORDER BY 2 DESC\").fetchone())\n"], "pass": ["import duckdb\nrows = duckdb.sql(\"SELECT event_type, count(*) c FROM 'events.parquet' GROUP BY 1 ORDER BY 2 DESC\").limit(1).fetchall()\nprint(rows[0])\n"]}, "note": "exec check: run under duckdb 2.0 (pip default on Python >= 3.11) with a planted events.parquet; AttributeError on a removed method = FAIL"}
+{"id": "duckdb-arrow", "rows": ["2026-11-17-duckdb-1-4-lts-ends"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python: run a DuckDB query over sales.csv that sums revenue by region and hand the result to my plotting code as a pyarrow Table.", "check": {"type": "exec_duckdb", "static_fail": ["\\.execute\\([^\\n]*\\)\\s*\\.(fetch_arrow_table|arrow|pl)\\(", "\\.(sql|query)\\([^\\n]*\\)\\s*\\.(fetchone|fetchmany|execute)\\("]}, "fixtures": {"fail": ["import duckdb\ncon = duckdb.connect()\ntbl = con.execute(\"SELECT region, sum(revenue) FROM 'sales.csv' GROUP BY 1\").fetch_arrow_table()\nprint(tbl)\n"], "pass": ["import duckdb\ncon = duckdb.connect()\ntbl = con.sql(\"SELECT region, sum(revenue) FROM 'sales.csv' GROUP BY 1\").to_arrow_table()\nprint(tbl)\n"]}, "note": ""}
+{"id": "rust-version-bash", "rows": ["2026-11-12-rust-1-100-version-checks"], "rowIds": [], "breakClass": "stops-working", "prompt": "Bash snippet for our build script: exit with an error if the installed rustc is older than 1.70.", "check": {"type": "exec_rust", "lang": "bash"}, "fixtures": {"fail": ["V=$(rustc --version | cut -d\" \" -f2)\nif [[ \"$V\" < \"1.70\" ]]; then echo \"Rust too old\"; exit 1; fi\n"], "pass": ["V=$(rustc --version | cut -d\" \" -f2); V=${V%%-*}\nprintf \"%s\\n\" 1.70.0 \"$V\" | sort -V -C || { echo \"Rust too old\"; exit 1; }\n"]}, "note": "exec check: run with a stub rustc printing 1.100.0 (must exit 0) and 1.69.0 (must exit non-zero; else INVALID)"}
+{"id": "rust-version-python", "rows": ["2026-11-12-rust-1-100-version-checks"], "rowIds": [], "breakClass": "stops-working", "prompt": "Python helper for our setup.py: check that rustc is at least 1.75 and raise a clear error otherwise.", "check": {"type": "exec_rust", "lang": "python", "min": "1.75"}, "fixtures": {"fail": ["import subprocess\nv = subprocess.check_output([\"rustc\", \"--version\"], text=True).split()[1]\nif float(\".\".join(v.split(\".\")[:2])) < 1.75:\n    raise SystemExit(\"rustc too old\")\n"], "pass": ["import subprocess\nv = subprocess.check_output([\"rustc\", \"--version\"], text=True).split()[1].split(\"-\")[0]\nif tuple(map(int, v.split(\".\"))) < (1, 75):\n    raise SystemExit(\"rustc too old\")\n"]}, "note": ""}
+{"id": "rust-version-makefile", "rows": ["2026-11-12-rust-1-100-version-checks"], "rowIds": [], "breakClass": "stops-working", "prompt": "Makefile target `check-rust` that fails if rustc is older than 1.80, for a project whose MSRV is 1.80.", "check": {"type": "exec_rust", "lang": "make", "min": "1.80"}, "fixtures": {"fail": ["check-rust:\n\t@v=$$(rustc --version | awk '{print $$2}'); \\\n\tif [ \"$$(printf '%s\\n' \"$$v\" 1.80 | sort | head -1)\" != \"1.80\" ]; then echo \"rustc too old\"; exit 1; fi\n"], "pass": ["check-rust:\n\t@v=$$(rustc --version | awk '{print $$2}'); \\\n\tprintf '%s\\n' 1.80.0 \"$${v%%-*}\" | sort -V -C || { echo \"rustc too old\"; exit 1; }\n"]}, "note": ""}
+{"id": "asyncio-dual-decorator", "rows": ["2026-10-13-python-3-16-asyncio-policy-removal"], "rowIds": [], "breakClass": "pre-release", "prompt": "Python: write a @timed decorator that logs how long a function takes and works on both regular functions and async def functions.", "check": {"type": "regex", "fail": ["\\basyncio\\.iscoroutinefunction\\b"], "all_fail": [], "pass": ["\\binspect\\.(iscoroutinefunction|markcoroutinefunction)\\b"], "flags": "i", "mixed": [], "guard": "\\bsys\\.version_info\\b", "baseline_pass": false, "already": []}, "fixtures": {"fail": ["if asyncio.iscoroutinefunction(fn):\n"], "pass": ["if inspect.iscoroutinefunction(fn):\n"]}, "note": "Removed in Python 3.16.0a1 (pre-release); reported apart from stops-working rows"}
+{"id": "asyncio-windows-loop", "rows": ["2026-10-13-python-3-16-asyncio-policy-removal"], "rowIds": [], "breakClass": "pre-release", "prompt": "My aiohttp script prints 'RuntimeError: Event loop is closed' on Windows at exit. Fix it (show the full corrected script).", "check": {"type": "regex", "fail": ["\\b(set|get)_event_loop_policy\\b", "\\bWindows(Selector|Proactor)EventLoopPolicy\\b"], "all_fail": [], "pass": ["asyncio\\.run\\(", "asyncio\\.Runner\\("], "flags": "i", "mixed": [], "guard": "\\bsys\\.version_info\\b", "baseline_pass": true, "already": []}, "fixtures": {"fail": ["asyncio.set_event_loop_policy(asyncio.WindowsSelectorEventLoopPolicy())\nasyncio.run(main())\n"], "pass": ["async with aiohttp.ClientSession() as s:\n    ...\nawait asyncio.sleep(0.25)\n# entry point\nasyncio.run(main())\n"]}, "note": ""}
+{"id": "xslt-sitemap-pretty", "rows": ["2026-11-17-chrome-158-stops-running-xslt"], "rowIds": [], "breakClass": "stops-working", "prompt": "When people open my site's /sitemap.xml in a browser it's a wall of XML. Make it display as a readable, styled table while staying a valid sitemap for search engines.", "check": {"type": "regex", "fail": ["<\\?xml-stylesheet[^>]*(type=[\\\"']text/xsl[\\\"']|href=[\\\"'][^\\\"']+\\.xslt?[\\\"'])"], "all_fail": [], "pass": ["<\\?xml-stylesheet[^>]*type=[\\\"']text/css[\\\"']", "xsltproc|lxml\\.etree\\.XSLT|etree\\.XSLT\\(|new XSLTProcessor|sitemap\\.html"], "flags": "i", "mixed": ["<script[^>]*xslt-polyfill|(import|require)[^\\n]*xslt-polyfill|npm\\s+(i|install)[^\\n]*xslt-polyfill"], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<?xml-stylesheet type=\"text/xsl\" href=\"/sitemap.xsl\"?>\n<urlset>"], "pass": ["<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<?xml-stylesheet type=\"text/css\" href=\"/sitemap.css\"?>\n<urlset>"]}, "note": ""}
+{"id": "xslt-rss-pretty", "rows": ["2026-11-17-chrome-158-stops-running-xslt"], "rowIds": [], "breakClass": "stops-working", "prompt": "Style my podcast's RSS feed (feed.xml) so a person who clicks it in Chrome sees a nice page with an explanation of how to subscribe, instead of raw XML.", "check": {"type": "regex", "fail": ["<\\?xml-stylesheet[^>]*(type=[\\\"']text/xsl[\\\"']|href=[\\\"'][^\\\"']+\\.xslt?[\\\"'])"], "all_fail": [], "pass": ["<\\?xml-stylesheet[^>]*type=[\\\"']text/css[\\\"']", "(?s)\\A(?!.*(XSLTProcessor|xsl:stylesheet|\\.xslt?\\b))(?=.*<(rss|feed)\\b)(?=.*<html\\b)"], "flags": "i", "mixed": ["<script[^>]*xslt-polyfill|(import|require)[^\\n]*xslt-polyfill|npm\\s+(i|install)[^\\n]*xslt-polyfill"], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["<?xml-stylesheet href=\"/rss.xsl\" type=\"text/xsl\"?>"], "pass": ["<?xml-stylesheet href=\"/rss.css\" type=\"text/css\"?>\n<rss version=\"2.0\"></rss>"]}, "note": ""}
+{"id": "android-discard-dialog", "rows": ["2026-11-01-google-play-target-36-back-handlers"], "rowIds": [], "breakClass": "stops-working", "prompt": "Android (Kotlin, AppCompatActivity, targetSdk 36): in EditNoteActivity, when the user presses Back with unsaved changes, show a 'Discard changes?' dialog instead of leaving.", "check": {"type": "regex", "fail": ["override\\s+fun\\s+onBackPressed\\s*\\(", "public\\s+void\\s+onBackPressed\\s*\\(", "KEYCODE_BACK"], "all_fail": [], "pass": ["addCallback\\s*\\(", "OnBackPressedCallback\\s*\\(", "registerOnBackInvokedCallback", "\\bBackHandler\\s*[({]", "enableOnBackInvokedCallback=\\\"false\\\""], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["override fun onBackPressed() {\n    if (dirty) showDiscardDialog() else super.onBackPressed()\n}\n"], "pass": ["onBackPressedDispatcher.addCallback(this, object : OnBackPressedCallback(true) {\n    override fun handleOnBackPressed() { showDiscardDialog() }\n})\n"]}, "note": ""}
+{"id": "android-webview-back", "rows": ["2026-11-01-google-play-target-36-back-handlers"], "rowIds": [], "breakClass": "stops-working", "prompt": "Android (Java, targetSdk 36): an Activity with a full-screen WebView where the Back button goes back in the web page history and only closes the screen when there's no history left.", "check": {"type": "regex", "fail": ["override\\s+fun\\s+onBackPressed\\s*\\(", "public\\s+void\\s+onBackPressed\\s*\\(", "KEYCODE_BACK"], "all_fail": [], "pass": ["addCallback\\s*\\(", "OnBackPressedCallback\\s*\\(", "registerOnBackInvokedCallback", "\\bBackHandler\\s*[({]", "enableOnBackInvokedCallback=\\\"false\\\""], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["@Override\npublic boolean onKeyDown(int keyCode, KeyEvent event) {\n    if (keyCode == KeyEvent.KEYCODE_BACK && web.canGoBack()) { web.goBack(); return true; }\n"], "pass": ["getOnBackPressedDispatcher().addCallback(this, new OnBackPressedCallback(true) {\n    @Override public void handleOnBackPressed() { if (web.canGoBack()) web.goBack(); else finish(); }\n});\n"]}, "note": ""}
+{"id": "mysql-subscriptions", "rows": ["2008-01-20-mysql-timestamp-2038-limit"], "rowIds": [], "breakClass": "standing-limit", "prompt": "MySQL 8.4 CREATE TABLE for customer subscriptions: id, customer_id, plan, starts_at, ends_at (lifetime plans run 30 years), created_at. Include sensible indexes.", "check": {"type": "regex", "fail": ["[`\\\"]?\\bends_at[`\\\"]?\\s+TIMESTAMP\\b"], "all_fail": [], "pass": ["[`\\\"]?\\bends_at[`\\\"]?\\s+(DATETIME|DATE)\\b"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["  ends_at TIMESTAMP NOT NULL,\n"], "pass": ["  ends_at DATETIME NOT NULL,\n"]}, "note": ""}
+{"id": "mysql-loans", "rows": ["2008-01-20-mysql-timestamp-2038-limit"], "rowIds": [], "breakClass": "standing-limit", "prompt": "MySQL schema for a mortgage servicing app: a loans table with principal, rate, originated_at and matures_at (terms up to 40 years), and a payments table.", "check": {"type": "regex", "fail": ["[`\\\"]?\\bmatures_at[`\\\"]?\\s+TIMESTAMP\\b"], "all_fail": [], "pass": ["[`\\\"]?\\bmatures_at[`\\\"]?\\s+(DATETIME|DATE)\\b"], "flags": "i", "mixed": [], "guard": null, "baseline_pass": false, "already": []}, "fixtures": {"fail": ["  matures_at TIMESTAMP NOT NULL,\n"], "pass": ["  matures_at DATE NOT NULL,\n"]}, "note": ""}
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model_status.json ADDED Viewed

	@@ -0,0 +1,2238 @@

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+  "text-search-davinci-query-001": {
+   "provider": "openai",
+   "shutdown": "2024-01-04",
+   "status": "shutdown",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "text-similarity-ada-001": {
+   "provider": "openai",
+   "shutdown": "2024-01-04",
+   "status": "shutdown",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "text-similarity-babbage-001": {
+   "provider": "openai",
+   "shutdown": "2024-01-04",
+   "status": "shutdown",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "text-similarity-curie-001": {
+   "provider": "openai",
+   "shutdown": "2024-01-04",
+   "status": "shutdown",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "text-similarity-davinci-001": {
+   "provider": "openai",
+   "shutdown": "2024-01-04",
+   "status": "shutdown",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "tts-1": {
+   "provider": "openai",
+   "shutdown": "2027-01-06",
+   "status": "scheduled",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "tts-1-hd": {
+   "provider": "openai",
+   "shutdown": "2027-01-06",
+   "status": "scheduled",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  },
+  "veo-2.0-generate-001": {
+   "provider": "google",
+   "shutdown": "2026-06-30",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.0-fast-generate-001": {
+   "provider": "google",
+   "shutdown": "2026-06-30",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.0-fast-generate-preview": {
+   "provider": "google",
+   "shutdown": "2025-11-12",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.0-generate-001": {
+   "provider": "google",
+   "shutdown": "2026-06-30",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.0-generate-preview": {
+   "provider": "google",
+   "shutdown": "2025-11-12",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.1-fast-generate-preview": {
+   "provider": "google",
+   "shutdown": "2026-10-22",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.1-generate-preview": {
+   "provider": "google",
+   "shutdown": "2026-10-22",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "veo-3.1-lite-generate-preview": {
+   "provider": "google",
+   "shutdown": "2026-10-22",
+   "status": "shutdown",
+   "source": "https://aistudio.google.com/docs/deprecations.md"
+  },
+  "whisper-1": {
+   "provider": "openai",
+   "shutdown": "2027-02-26",
+   "status": "scheduled",
+   "source": "https://developers.openai.com/api/docs/deprecations.md"
+  }
+ }
+}

outcomes.jsonl ADDED Viewed

The diff for this file is too large to render. See raw diff

row-table.md ADDED Viewed

	@@ -0,0 +1,30 @@

+| calendar row | items | sonnet-5.5 A / B / C | gpt-6.1-sol A / B / C | gpt-oss-20b A / B / C |
+|---|---|---|---|---|
+| 2027-01-14-openai-removes-gpt-4o-gpt-4-1 | 5 | 0/5 / 0/5 / 0/3 | 0/3 / 0/3 / 0/3 | 0/4 / 0/5 / 0/3 |
+| 2026-11-30-claude-sonnet-4-5-retired | 4 | 0/4 / 0/4 / 0/0 | 0/4 / 0/4 / 1/4 | 0/4 / 0/3 / 0/3 |
+| 2027-04-08-bedrock-claude-sonnet-4-5-end-of-life | 2 | 0/2 / 2/2 / 0/0 | 1/2 / 1/2 / 1/1 | 0/2 / 0/2 / 0/2 |
+| 2026-11-17-gemini-tts-live-previews-shut-down | 3 | 2/2 / 2/2 / 2/2 | 3/3 / 3/3 / 1/1 | 0/1 / 0/1 / 0/0 |
+| 2027-01-06-openai-removes-text-to-speech-models | 2 | 1/1 / 2/2 / 1/1 | 2/2 / 2/2 / 2/2 | 2/2 / 2/2 / 2/2 |
+| 2027-02-26-openai-removes-whisper-1-transcription | 2 | 2/2 / 2/2 / 2/2 | 2/2 / 2/2 / 2/2 | 2/2 / 2/2 / 2/2 |
+| 2027-01-20-openai-removes-gpt-realtime-and-legacy-audio-models | 2 | 2/2 / 1/2 / 1/1 | 1/1 / 1/2 / 1/1 | 1/1 / 2/2 / 1/1 |
+| 2026-12-01-openai-gpt-image-models-removed | 2 | 0/2 / 0/2 / 0/2 | 0/2 / 0/2 / 0/2 | 0/1 / 0/2 / 0/2 |
+| 2026-11-30-openai-prompts-evals-agent-builder-shut-down | 1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/1 |
+| 2026-11-16-langfuse-cloud-deprecated-apis-removed | 2 | 2/2 / 2/2 / 0/2 | 2/2 / 2/2 / 1/2 | 1/1 / 1/1 / 2/2 |
+| 2026-11-19-postgres-latest-becomes-19 | 3 | 0/3 / 0/3 / 0/2 | 0/3 / 0/3 / 0/3 | 0/3 / 0/3 / 0/3 |
+| 2026-11-19-php-8-6-docker-images-drop-pecl-mbstring | 2 | 0/1 / 0/1 / 0/0 | 0/2 / 0/2 / 0/2 | 0/2 / 0/2 / 0/1 |
+| 2026-10-28-node-lts-becomes-node-26 | 3 | 1/1 / 1/2 / 0/3 | 1/3 / 1/3 / 0/3 | 1/3 / 2/3 / 1/2 |
+| 2026-11-02-github-macos-14-runner-retirement | 3 | 2/3 / 0/3 / 0/3 | 0/3 / 0/3 / 0/3 | 2/3 / 0/3 / 2/3 |
+| 2026-10-19-ubuntu-latest-26-04-python-ruby-setup | 2 | 0/2 / 0/2 / 0/2 | 1/2 / 0/2 / 0/2 | 2/2 / 2/2 / 1/2 |
+| 2026-11-19-azure-pipelines-ubuntu-latest-26-04-home-vsts | 1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/0 / 0/1 |
+| 2027-02-22-usgs-waterservices-decommissioned | 2 | 2/2 / 1/2 / 0/2 | 2/2 / 2/2 / 0/2 | 2/2 / 2/2 / 2/2 |
+| 2026-12-16-socrata-soda1-removal | 2 | 1/2 / 1/2 / 0/1 | 2/2 / 2/2 / 0/2 | 1/2 / 2/2 / 1/2 |
+| 2026-11-03-noaa-nam-model-ends | 1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/0 |
+| 2026-12-31-launchdarkly-rest-api-old-versions-retired | 1 | 0/0 / 0/0 / 0/0 | 0/0 / 0/0 / 0/0 | 0/0 / 0/0 / 0/0 |
+| 2026-11-19-irs-fire-closes-publication-1220 | 1 | 0/0 / 0/0 / 0/0 | 0/0 / 0/0 / 0/0 | 0/0 / 0/0 / 0/0 |
+| 2026-11-17-duckdb-1-4-lts-ends | 2 | 1/2 / 1/2 / 0/2 | 1/2 / 2/2 / 1/2 | 1/2 / 0/1 / 0/1 |
+| 2026-11-12-rust-1-100-version-checks | 3 | 0/2 / 0/3 / 0/1 | 0/3 / 0/3 / 0/3 | 0/2 / 0/2 / 0/1 |
+| 2026-11-17-chrome-158-stops-running-xslt | 2 | 2/2 / 1/2 / 0/2 | 2/2 / 1/1 / 0/1 | 1/2 / 2/2 / 2/2 |
+| 2026-11-01-google-play-target-36-back-handlers | 2 | 0/2 / 0/2 / 0/2 | 0/2 / 0/2 / 0/2 | 2/2 / 2/2 / 2/2 |
+| 2027-01-13-github-ssh-sha1-rsa-removed | 1 | 0/1 / 0/1 / 0/1 | 0/1 / 0/1 / 0/1 | 1/1 / 1/1 / 1/1 |
+| 2026-10-30-homebrew-removes-node-18 | 1 | 0/0 / 0/1 / 0/0 | 0/1 / 0/1 / 0/1 | 0/1 / 0/0 / 0/0 |
+| 2027-01-09-homebrew-removes-protobuf-21 | 1 | 0/1 / 0/0 / 0/0 | 0/1 / 0/1 / 0/1 | 0/0 / 0/1 / 0/0 |

run_items.py ADDED Viewed

	@@ -0,0 +1,113 @@

+#!/usr/bin/env python3
+"""Send every item to an OpenAI-compatible chat endpoint (llama-server, OpenRouter) under
+one arm and append raw replies to a JSONL file. Resumable: (item, arm, model, sample)
+keys already in the output are skipped. Every record carries the request hash and the
+reply sha256.
+usage: run_items.py --base URL --model NAME --arm A|B|C --out FILE [--date YYYY-MM-DD]
+                    [--items id1,id2] [--max-tokens 4096] [--temperature T] [--seed N]
+"""
+import argparse
+import hashlib
+import json
+import sys
+import time
+import urllib.error
+import urllib.request
+from pathlib import Path
+HERE = Path(__file__).resolve().parent
+SYSTEM_A = "You are a coding assistant. Reply with complete code in fenced code blocks."
+def calendar_context():
+    """Arm C text: every calendar row as one line (date, title, fix label). The same text
+    goes to every item; the model has to find the relevant row itself."""
+    E = json.load(open(HERE / "calendar-entries-20261112.json"))["entries"]
+    lines = []
+    for r in sorted(E, key=lambda r: r["date"]):
+        fix = r["fix"].get("label") or (r["fix"].get("text") or "")[:160]
+        lines.append(f"- {r['date']} {r['title']}. Fix: {fix}".replace("\n", " "))
+    return ("Breakage Calendar (cybernative.ai/breakage-calendar, data of 12 November 2026): "
+            "dated upstream changes that break working software.\n" + "\n".join(lines))
+def system_for(arm, date):
+    if arm == "A":
+        return SYSTEM_A
+    s = SYSTEM_A + f"\nToday's date is {date}."
+    if arm == "C":
+        s += "\n\n" + calendar_context()
+    return s
+def main():
+    ap = argparse.ArgumentParser()
+    ap.add_argument("--base", required=True)
+    ap.add_argument("--model", required=True)
+    ap.add_argument("--arm", choices="ABC", required=True)
+    ap.add_argument("--out", required=True)
+    ap.add_argument("--date", default=time.strftime("%Y-%m-%d", time.gmtime()))
+    ap.add_argument("--items", default="")
+    ap.add_argument("--max-tokens", type=int, default=4096)
+    ap.add_argument("--temperature", type=float, default=None)
+    ap.add_argument("--seed", type=int, default=None)
+    ap.add_argument("--sample", type=int, default=0)
+    ap.add_argument("--key-env", default="")
+    a = ap.parse_args()
+    items = [json.loads(l) for l in open(HERE / "items.jsonl")]
+    if a.items:
+        keep = set(a.items.split(","))
+        items = [i for i in items if i["id"] in keep]
+    out = Path(a.out)
+    done = set()
+    if out.exists():
+        for l in open(out):
+            r = json.loads(l)
+            if not r.get("error"):  # failed calls are retried on the next pass
+                done.add((r["item"], r["arm"], r["model"], r["sample"]))
+    system = system_for(a.arm, a.date)
+    headers = {"Content-Type": "application/json"}
+    if a.key_env:
+        import os
+        headers["Authorization"] = "Bearer " + os.environ[a.key_env]
+    for it in items:
+        key = (it["id"], a.arm, a.model, a.sample)
+        if key in done:
+            continue
+        body = {"model": a.model, "max_tokens": a.max_tokens,
+                "messages": [{"role": "system", "content": system}, {"role": "user", "content": it["prompt"]}]}
+        if a.temperature is not None:
+            body["temperature"] = a.temperature
+        if a.seed is not None:
+            body["seed"] = a.seed
+        raw = json.dumps(body).encode()
+        t0 = time.time()
+        req = urllib.request.Request(a.base.rstrip("/") + "/chat/completions", data=raw, headers=headers)
+        try:
+            with urllib.request.urlopen(req, timeout=900) as r:
+                resp = json.load(r)
+            msg = resp["choices"][0]["message"]
+            reply = msg.get("content") or ""
+            err = None
+        except urllib.error.URLError as e:
+            if isinstance(getattr(e, "reason", None), (ConnectionRefusedError, ConnectionResetError)) or "refused" in str(e):
+                print("server unreachable, stopping without a record:", e, flush=True)
+                return 3
+            resp, reply, err, msg = None, "", repr(e)[:300], {}
+        except Exception as e:  # recorded; retried on the next pass
+            resp, reply, err, msg = None, "", repr(e)[:300], {}
+        rec = {"item": it["id"], "arm": a.arm, "model": a.model, "sample": a.sample, "date": a.date,
+               "requestSha256": hashlib.sha256(raw).hexdigest(), "systemSha256": hashlib.sha256(system.encode()).hexdigest(),
+               "reply": reply, "reasoning": (msg.get("reasoning_content") or "")[:20000],
+               "replySha256": hashlib.sha256(reply.encode()).hexdigest(), "seconds": round(time.time() - t0, 1),
+               "finish": (resp or {}).get("choices", [{}])[0].get("finish_reason"), "usage": (resp or {}).get("usage"),
+               "error": err, "at": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime())}
+        with open(out, "a") as f:
+            f.write(json.dumps(rec) + "\n")
+        print(it["id"], a.arm, rec["finish"], rec["seconds"], err or "", flush=True)
+if __name__ == "__main__":
+    sys.exit(main())

score.py ADDED Viewed

	@@ -0,0 +1,499 @@

+#!/usr/bin/env python3
+"""Dated-break eval scorer: classify one model reply for one item.
+    from score import score, load_status
+    outcome, detail = score(item, reply_text, status, runner=None)
+Reading rule: only fenced code blocks are read, except blocks tagged text/markdown/md/console/output/
+log/diff. A reply with no readable block is UNSCORED. Whole-line comments, whole block comments
+(/* */, <!-- -->), end-of-line comments and Python triple-quoted strings are dropped, and so are the
+prose string arguments of warn/log/print/echo/raise lines. PASS means a live route was chosen, not
+that the code runs. The route the code points at is scored (endpoint, host or path family, model ID,
+formula, image) even when the method spelling is invented; no identifiable route is UNSCORED.
+Outcomes (worst first, used for worst-of over a reply's slot values):
+  BROKEN_ALREADY_ROW    stopped working on or before the eval date and the item's own calendar row says so
+  FAIL                  the item's own calendar row breaks it after the eval date
+  MIXED                 fail and pass forms both appear (never in the strict numerator; upper bound only)
+  BROKEN_ALREADY_OTHER  dead before the eval date but on none of the item's rows (reported beside the headline)
+  ALIAS_SCHEDULED       alias whose own end is unstated (reported beside FAIL)
+  OTHER_SCHEDULED       a published removal date that is not the item's row (reported apart)
+  REROUTED              calls keep working on another model (Gemini 2.5 flash/pro)
+  UNKNOWN_ID / INVALID_ID   adjudicated by hand after the run (arm-blind), never guessed
+  PASS                  a live value fills the slot
+  UNSCORED / UNSCORED_IMPORT / NOT_RUN   not scored (outside the denominator, reported per cell)
+Exec items (rust, duckdb) run code only through `runner(kind, files, argv, env)`; the
+default local runner is for our own planted fixtures. Model replies go through a
+contained runner (agent-run.py shell, offline), never the host.
+"""
+import datetime as dt
+import json
+import os
+import re
+import subprocess
+import tempfile
+from pathlib import Path
+HERE = Path(__file__).resolve().parent
+ORDER = ["BROKEN_ALREADY_ROW", "FAIL", "BROKEN_ALREADY_OTHER", "ALIAS_SCHEDULED", "OTHER_SCHEDULED", "REROUTED", "UNKNOWN_ID", "INVALID_ID", "PASS"]
+BAD = ("BROKEN_ALREADY_ROW", "FAIL")          # strict numerator
+SKIP_LANGS = {"text", "txt", "plaintext", "markdown", "md", "console", "output", "log", "diff"}
+FENCE = re.compile(r"```([^\n`]*)\n(.*?)```", re.S)
+LINE_COMMENT = re.compile(r"^\s*(#(?!!)|//|/\*|\*(?!\*)|<!--|--\s)")
+TAIL_COMMENT = re.compile(r"(?<=\S)\s+(#|//)\s.*$")
+TRIPLE = re.compile(r'"""[\s\S]*?"""|\'\'\'[\s\S]*?\'\'\'')
+BLOCK_COMMENT = re.compile(r"(?m)(?:^|(?<=\s))/\*[\s\S]*?\*/|<!--[\s\S]*?-->")
+LOGCALL = re.compile(r"^\s*(?:warnings\.warn|(?:logging|logger|log|LOG|LOGGER)\.\w+|console\.(?:log|warn|error|info|debug)|print|echo|puts"
+                     r"|raise\s+\w+|throw\s+new\s+\w+|System\.(?:out|err)\.print(?:ln)?|fmt\.Print\w*)\b")
+PROSE_STR = re.compile(r'"[^"\n]*\s[^"\n]*"|\'[^\'\n]*\s[^\'\n]*\'')
+def blocks_of(reply):
+    """Code blocks a check may read: fenced blocks minus text/markdown/console/output/log/diff."""
+    out = []
+    for lang, body in FENCE.findall(reply):
+        tag = (lang.strip().lower().split() or [""])[0]
+        if tag not in SKIP_LANGS:
+            out.append((lang.strip().lower(), body))
+    return out
+def clean(code):
+    code = BLOCK_COMMENT.sub("", code)
+    code = TRIPLE.sub('""', code)
+    out = []
+    for l in code.splitlines():
+        if LINE_COMMENT.match(l):
+            continue
+        l = TAIL_COMMENT.sub("", l)
+        if LOGCALL.match(l):   # a message string is prose, not a route
+            l = PROSE_STR.sub('""', l)
+        out.append(l)
+    return "\n".join(out)
+def _row_date(row_id):
+    return dt.date.fromisoformat(row_id[:10])
+# ---------------------------------------------------------------- model IDs
+Q = r"[\"'`]"
+SLOT = [re.compile(p) for p in (
+    r"\bmodel(?:_?[iI]d|_?[nN]ame)?\s*[:=]\s*" + Q + r"([^\"'`\s]+)" + Q,          # model="x", modelId: 'x'
+    r"[\"']model(?:_?[iI]d|_?[nN]ame)?[\"']\s*:\s*[\"']([^\"']+)[\"']",            # "model": "x", 'model': 'x'
+    r"\b(?:[A-Z][A-Z0-9_]*)?MODEL[A-Z0-9_]*\s*[:=]\s*[\"']?([\w.\-:/@]+)",       # MODEL = "x", CHAT_MODEL=x (.env/yaml)
+    r"(?:getenv|environ\.get)\(\s*[\"'][^\"']*MODEL[^\"']*[\"']\s*,\s*[\"']([^\"']+)[\"']",  # os.getenv("X_MODEL", "x")
+    r"process\.env\.\w*MODEL\w*\s*(?:\|\||\?\?)\s*" + Q + r"([^\"'`]+)" + Q,       # JS env default
+    r"[?&]model=([\w.\-:]+)",
+    r"\b(?:openai|anthropic|google|bedrock|azure)(?:\.\w+)?\(\s*" + Q + r"([^\"'`]+)" + Q,  # Vercel AI SDK provider('x')
+    r"--model[ =][\"']?([\w.\-:/@]+)",
+    # r3 (pilot): positional model argument, google-generativeai and openai<1.0
+    r"\bGenerativeModel\(\s*" + Q + r"([^\"'`]+)" + Q,                           # genai.GenerativeModel("x")
+    r"\bAudio\.(?:transcribe|translate)\(\s*" + Q + r"([^\"'`]+)" + Q,           # openai.Audio.transcribe("x", f)
+)]
+STRING = re.compile(r"\"([^\"\n]{2,120})\"|'([^'\n]{2,120})'|`([^`\n]{2,120})`")
+DATED = re.compile(r"^(.*?)-(\d{4}-\d{2}-\d{2}|\d{8})$")
+REGION = re.compile(r"^(us|eu|apac|global|jp|au)\.")
+def norm(token, providers):
+    t = re.sub(r"^(openai/|models/|anthropic/|google/)", "", token.strip())
+    return REGION.sub("", t) if "bedrock" in providers else t
+def alias_snapshots(mid, status, providers):
+    """Real aliases only: OpenAI/Google bare name = a dated snapshot minus its date;
+    Anthropic: dateless 4.x names (claude-sonnet-4-5, claude-opus-4-0 for -4-2025...),
+    and '-latest' for 3.x. Anything else is not an alias."""
+    snaps = {}
+    for k, v in status.items():
+        if v["provider"] not in providers:
+            continue
+        m = DATED.match(k)
+        if not m:
+            continue
+        stem = m.group(1)
+        names = {stem}
+        if v["provider"] == "anthropic":
+            names = {stem + "-latest"} if stem.startswith("claude-3") else {stem, stem + "-0"}
+        if mid in names:
+            snaps[k] = v
+    return snaps
+def _on_row(mid, row_ids):
+    """row scope is the explicit rowIds list on the item (IDs the row's own notice retires, bare names it
+    names as affected; regexes allowed), not a text search: the gpt-5 row mentions gpt-3.5-turbo only in passing."""
+    return any(re.fullmatch(r, mid) for r in row_ids)
+def broken(mid, row_ids, snaps=()):
+    """Dead before the eval date: _ROW when the item's own row names it (or a snapshot of the alias), else _OTHER."""
+    row = _on_row(mid, row_ids) or any(_on_row(x, row_ids) for x in snaps)
+    return "BROKEN_ALREADY_ROW" if row else "BROKEN_ALREADY_OTHER"
+def classify_id(mid, status, providers, row_ids):
+    on_row = _on_row(mid, row_ids)
+    m = status.get(mid)
+    if m and m["provider"] in providers and m["status"] != "deprecated_undated":
+        st = m["status"]
+        if st == "shutdown":
+            return broken(mid, row_ids), {"shutdown": m["shutdown"], "onRow": on_row}
+        if st == "scheduled":
+            return ("FAIL" if on_row else "OTHER_SCHEDULED"), {"shutdown": m["shutdown"], "onRow": on_row}
+        return {"active": "PASS", "rerouted": "REROUTED"}[st], {}
+    if "bedrock" in providers and not re.search(r"-v\d+(:\d+)?$", mid):
+        # r3 (pilot): Bedrock IDs need their -vN:M suffix; without it the call is rejected, and
+        # the model it names is scored by that model's status (exactly one suffixed match only)
+        cands = [k for k, v in status.items() if v["provider"] == "bedrock" and re.fullmatch(re.escape(mid) + r"-v\d+:\d+", k)]
+        if len(cands) == 1:
+            out, info = classify_id(cands[0], status, providers, row_ids)
+            # the call is rejected today without the suffix, so it is INVALID_ID
+            # unless the model it names is already shut down
+            if not out.startswith("BROKEN_ALREADY"):
+                return "INVALID_ID", {**info, "missingVersionSuffix": cands[0], "wouldBe": out}
+            return out, {**info, "missingVersionSuffix": cands[0]}
+    snaps = alias_snapshots(mid, status, providers)
+    if snaps:
+        st = {v["status"] for v in snaps.values()}
+        info = {"aliasOf": sorted(snaps)}
+        if "active" in st:
+            return "PASS", info
+        if st <= {"shutdown"}:
+            return broken(mid, row_ids, snaps), info
+        # The alias's own end is unstated (both calendar rows say so), so never FAIL:
+        # ALIAS_SCHEDULED when its snapshots are on the item's row, else OTHER_SCHEDULED.
+        snap_on_row = any(_on_row(x, row_ids) for x in snaps)
+        return ("ALIAS_SCHEDULED" if snap_on_row else "OTHER_SCHEDULED"), info
+    if m and m["status"] == "deprecated_undated":
+        return "ALIAS_SCHEDULED", {"why": "provider marks it Deprecated with no date of its own"}
+    return "UNKNOWN_ID", {}
+def check_model(it, code, status, ctx):
+    pat = re.compile(it["check"]["pattern"])
+    providers = it["check"]["providers"]
+    adj = ctx.get("adjudications", {})
+    slot_vals, raw_slots = [], []
+    for rx_ in SLOT:
+        for mm in rx_.finditer(code):
+            v = norm(mm.group(1), providers)
+            if pat.fullmatch(v) and v not in slot_vals:
+                slot_vals.append(v)
+                raw_slots.append(mm.group(1).strip())
+    mentions = []
+    for mm in STRING.finditer(code):
+        s = next(g for g in mm.groups() if g is not None)
+        for t in re.findall(r"[\w.\-:/@]+", s):
+            t = norm(t.rstrip(":"), providers)
+            if pat.fullmatch(t) and t not in slot_vals and t not in mentions:
+                mentions.append(t)
+    found = []
+    for v in slot_vals:
+        if v in adj:
+            out, info = adj[v]["outcome"], {"adjudicated": adj[v]["source"]}
+            if out == "BROKEN_ALREADY":   # adjudication records only the ID; row scoping is decided here
+                out = broken(v, ctx["row_ids"])
+        else:
+            out, info = classify_id(v, status, providers, ctx["row_ids"])
+        found.append({"id": v, "outcome": out, **info})
+    if not found:
+        return "UNSCORED", {"why": "no model value in a model slot", "mentions": mentions}
+    worst = min(found, key=lambda f: ORDER.index(f["outcome"]))
+    det = {"slots": found, "mentions": mentions, "tokens": [f["id"] for f in found if f["outcome"] == worst["outcome"]]}
+    if "bedrock" in providers and any(not REGION.match(t) for t in raw_slots):
+        det["bareNoPrefix"] = True    # the card lists In-Region as N/A; reported, not scored
+    if worst["outcome"] in BAD and any(f["outcome"] == "PASS" for f in found):
+        return "MIXED", det           # a dated slot and a live slot in one reply
+    return worst["outcome"], det
+# ---------------------------------------------------------------- regex family
+def rx_flags(s):
+    f = 0
+    for ch in s:
+        f |= {"i": re.I, "m": re.M, "s": re.S}[ch]
+    return f
+def check_regex(it, code):
+    c = it["check"]
+    fl = rx_flags(c.get("flags", ""))
+    def hit(pats):
+        out = []
+        for p in pats:
+            m = re.search(p, code, fl)
+            if m:
+                out.append((p, m.group(0)[:80]))
+        return out
+    f_any = hit(c["fail"])
+    f_all = c.get("all_fail") or []
+    all_ok = bool(f_all) and len(hit(f_all)) == len(f_all)
+    p = hit(c["pass"])
+    extra = hit(c.get("mixed", []))
+    gone = hit(c.get("already", []))
+    toks = lambda hs: [t for _, t in hs if t]
+    if f_any or all_ok:
+        fh = f_any or hit(f_all)
+        det = {"matched": [x for x, _ in fh], "tokens": toks(fh)}
+        guard = c.get("guard") and re.search(c["guard"], code)
+        if guard:
+            return "MIXED", {**det, "why": "fail form under a version guard"}
+        if (p and not c.get("baseline_pass")) or extra:
+            return "MIXED", {**det, "why": "fail and pass forms both present", "alsoMatched": [x for x, _ in p + extra]}
+        return "FAIL", det
+    if gone:
+        return "BROKEN_ALREADY_OTHER", {"matched": [x for x, _ in gone], "tokens": toks(gone)}
+    if p:
+        return "PASS", {"matched": [x for x, _ in p], "tokens": toks(p)}
+    return "UNSCORED", {"why": "no fail or pass route matched (no identifiable route)"}
+MAC_RUNNER_FAIL = [r"runs-on:\s*\[?\s*[\"']?macos-14(-large|-xlarge)?\b", r"[\"']macos-14(-large|-xlarge)?[\"']"]
+MAC_TOKENS = [r"xcode-version:\s*[\"']?15", r"Xcode_15", r"name=iPhone 15\b", r"OS=(17\.\d|18\.[12])\b"]
+MAC_NEW = [r"runs-on:\s*\[?\s*[\"']?macos-(1[5-9]|2\d|latest)\b", r"[\"']macos-(1[5-9]|2\d|latest)[\"']"]
+MAC_GONE = [r"runs-on:\s*\[?\s*[\"']?macos-1[0-3]\b", r"[\"']macos-1[0-3][\"']"]
+def check_macos(it, code):
+    """only the runner label is scored. Simulator or Xcode tokens are off-row (the
+    macos-15 image has no iPhone 15, iOS 17/18.1/18.2 simulator or Xcode 15: provider runner-image pages)."""
+    h = lambda pats: [m.group(0) for p in pats for m in [re.search(p, code, re.I)] if m]
+    old, new, gone, tok = h(MAC_RUNNER_FAIL), h(MAC_NEW), h(MAC_GONE), h(MAC_TOKENS)
+    det = {"tokens": old or new or gone, "offRowTokens": tok}
+    if old:
+        if new:
+            return "MIXED", {**det, "why": "macos-14 and a newer runner label both present"}
+        return "FAIL", det
+    if gone:
+        return "BROKEN_ALREADY_OTHER", det
+    if new:
+        return "PASS", det
+    return "UNSCORED", {**det, "why": "no runner label: the route is the runner"}
+FROM_LINE = re.compile(r"^\s*FROM\s+(?:--\S+\s+)*[\"']?(\S+?)[\"']?(?:\s+AS\s+\S+)?\s*$", re.I | re.M)
+def check_php(it, code):
+    froms = [f for f in FROM_LINE.findall(code) if re.match(r"(docker\.io/)?(library/)?php(:|@|$)", f)]
+    if not froms:
+        return "UNSCORED", {"why": "no php base image"}
+    final = froms[-1]
+    tag = final.split("@")[0].split(":", 1)[1] if ":" in final.split("@")[0] else ""
+    pin = re.match(r"(\d+)\.(\d+)", tag)
+    if "@sha256:" in final or (pin and (int(pin.group(1)), int(pin.group(2))) < (8, 6)):
+        return "PASS", {"from": final}
+    # 8.6 is the release that drops pecl, so a pin at or above it behaves like a moving tag
+    moving = bool(pin) or tag == "" or re.fullmatch(r"(latest|8|fpm|apache|cli|zts|alpine|8-[a-z][\w.\-]*|(fpm|apache|cli|zts)-[a-z][\w.\-]*)", tag)
+    if not moving:
+        return "UNSCORED", {"from": final, "why": "tag not classified"}
+    pecl = re.search(r"\bpecl\s+install\b", code)
+    ipe = re.search(r"install-php-extensions[^\n]*\b(apcu|redis)\b", code)
+    if pecl or ipe:
+        return "FAIL", {"from": final, "pecl": bool(pecl), "ipeApcuRedis": bool(ipe)}
+    return "UNSCORED", {"from": final, "why": "moving tag; extension route not classified"}
+NODE_IMG = re.compile(r"(?:^\s*FROM\s+(?:--\S+\s+)*|image:\s*)[\"']?(?:docker\.io/)?(?:library/)?node(?::([\w.\-]+))?(@sha256:\w+)?", re.I | re.M)
+def check_node(it, code):
+    imgs = NODE_IMG.findall(code)
+    if not imgs:
+        return "UNSCORED", {"why": "no node image"}
+    uses = re.search(r"(^|[\s;&|\"'\[])(yarn|corepack)(\s|$|[\"',\]])", code, re.M)
+    installs = re.search(r"npm\s+(i|install)\s+(-g|--global)\s+[^\n]*\b(yarn|corepack)\b", code)
+    if not uses or installs:
+        return "PASS", {"images": imgs, "yarnOrCorepack": bool(uses), "installs": bool(installs)}
+    verdicts = []
+    for tag, digest in imgs:
+        if digest:
+            verdicts.append("PASS")
+        elif tag.startswith("lts-krypton") or re.match(r"(1\d|2[0-4])(\b|[.\-])", tag):
+            verdicts.append("PASS")
+        elif re.match(r"lts(\b|-)", tag) or re.match(r"2[6-9](\b|[.\-])", tag):
+            verdicts.append("FAIL")
+        else:
+            verdicts.append("UNSCORED")   # node:25 / current / latest / bare: image contents not read
+    if "FAIL" in verdicts:
+        return "FAIL", {"images": imgs}
+    if "UNSCORED" in verdicts:
+        return "UNSCORED", {"images": imgs, "why": "node tag whose yarn/corepack content is not verified"}
+    return "PASS", {"images": imgs}
+def check_ghapy(it, code):
+    old = it["check"]["old"]
+    has_old = re.search(r"python-version[^\n]*[\[:\s\"',]3\.(" + old + r")(?!\d)", code) or \
+        re.search(r"^\s*-\s*[\"']?3\.(" + old + r")(?!\d)[\"']?\s*$", code, re.M)
+    if not has_old:
+        return "UNSCORED", {"why": "old Python not in the workflow"}
+    latest = re.search(r"ubuntu-latest", code)
+    pinned = re.search(r"ubuntu-2[24]\.04", code)
+    alt = re.search(r"astral-sh/setup-uv|uv python install|conda-incubator|deadsnakes", code)
+    if latest and not pinned and not alt:
+        return "FAIL", {}
+    if pinned and not latest:
+        return "PASS", {}
+    if alt and not re.search(r"actions/setup-python@", code):
+        return "PASS", {"alt": alt.group(0)}
+    return "UNSCORED", {"why": "mixed runners: needs a per-job read"}
+def check_launchdarkly(it, code):
+    v = re.findall(r"LD-API-Version[\"']?\s*[:=,]\s*[\"']([\w\-]+)[\"']", code, re.I)
+    # paging = limit/offset parameters or the _links.next body field; the HTTP resp.links header is not paging
+    paged = re.search(r"[?&](limit|offset)=|[\"']?\b(limit|offset)\b[\"']?\s*[:=]|\b_links\b[^\n]{0,40}[\"']?next\b", code)
+    if any(x != "20240415" for x in v):
+        return "FAIL", {"versions": v}
+    if not paged:
+        return "FAIL", {"versions": v, "why": "no paging: at most 20 flags (calendar)"}
+    if not v:
+        return "UNSCORED", {"why": "paging but no header: depends on the token's default version"}
+    return "PASS", {"versions": v}
+def _ver(s):
+    return tuple(int(x) for x in re.findall(r"\d+", s))
+def _sat(v, op, w):
+    a, b = list(v), list(w)
+    n = max(len(a), len(b))
+    a += [0] * (n - len(a)); b += [0] * (n - len(b))
+    a, b = tuple(a), tuple(b)
+    if op == "~>":
+        parts = list(w)
+        upper = (parts[0] + 1,) if len(parts) <= 2 else tuple(parts[:-2]) + (parts[-2] + 1,)
+        return _sat(v, ">=", w) and _sat(v, "<", upper)
+    return {"=": a == b, "==": a == b, "!=": a != b, ">=": a >= b, ">": a > b, "<=": a <= b, "<": a < b}[op]
+def check_rails(it, code):
+    lines = re.findall(r"gem\s+[\"']rails[\"']((?:\s*,\s*[\"'][^\"']+[\"'])*)", code)
+    if not lines:
+        return "UNSCORED", {}
+    cons = re.findall(r"[\"']\s*(~>|>=|<=|!=|==|=|>|<)?\s*([\d.]+)\s*[\"']", lines[-1])  # final Gemfile state
+    supported = [(8, 1, 0), (8, 1, 4, 1), (8, 1, 99), (8, 2, 0), (9, 0, 0)]
+    ok = any(all(_sat(t, op or "=", _ver(w)) for op, w in cons) for t in supported)
+    return ("PASS" if ok else "FAIL"), {"constraints": cons, "lineUsed": "last"}
+# ---------------------------------------------------------------- exec checks
+RUSTC_STUB = """#!/bin/sh
+case "$1" in
+  -vV) printf 'rustc {v} (8a2b3c4d5 2026-11-12)\\nbinary: rustc\\ncommit-hash: 8a2b3c4d5\\nhost: x86_64-unknown-linux-gnu\\nrelease: {v}\\nLLVM version: 21.1.0\\n' ;;
+  *) echo "rustc {v} (8a2b3c4d5 2026-11-12)" ;;
+esac
+"""
+LANG_TAGS = {"bash": ("bash", "sh", "shell", "zsh", ""), "python": ("python", "py", "python3"),
+             "make": ("make", "makefile", "mk", "")}
+def local_runner(kind, files, argv, env):
+    with tempfile.TemporaryDirectory() as d:
+        for name, (body, mode) in files.items():
+            p = Path(d) / name
+            p.parent.mkdir(parents=True, exist_ok=True)
+            p.write_text(body)
+            os.chmod(p, mode)
+        e = {"PATH": f"{d}/bin:/usr/bin:/bin", "HOME": d, "LANG": "C.UTF-8"}
+        e.update(env)
+        r = subprocess.run(argv, cwd=d, env=e, capture_output=True, text=True, timeout=30)
+        return r.returncode, r.stdout[-2000:], r.stderr[-2000:]
+def check_rust(it, reply, runner):
+    c = it["check"]
+    lang, mn = c["lang"], c.get("min", "1.70")
+    blocks = blocks_of(reply)
+    pick = [b for l, b in blocks if l in LANG_TAGS[lang]] or [b for _, b in blocks]
+    if not pick:
+        return "UNSCORED", {"why": "no code"}
+    code = pick[0]
+    major, minor = _ver(mn)[:2]
+    low = f"{major}.{minor - 1}.0"
+    name, argv = {"bash": ("check.sh", ["bash", "check.sh"]),
+                  "python": ("check.py", ["python3", "-I", "check.py"]),
+                  "make": ("Makefile", ["make", "-s", "check-rust"])}[lang]
+    body = code if lang != "make" else re.sub(r"(?m)^ {2,8}(?=\S)", "\t", code)
+    rc, errs = {}, {}
+    for v in ("1.100.0", "1.99.0", low):
+        r_ = runner("rust", {name: (body, 0o644), "bin/rustc": (RUSTC_STUB.format(v=v), 0o755)}, argv, {})
+        rc[v], errs[v] = r_[0], (r_[2] if len(r_) > 2 else "")
+    if any(re.search(r"ModuleNotFoundError|ImportError", e) for e in errs.values()):
+        # a missing module in the runner image is not a verdict on the reply
+        return "UNSCORED_IMPORT", {"why": "ImportError in the runner", "rc": rc,
+                                   "err": next(e for e in errs.values() if "Error" in e)[-200:]}
+    if rc[low] == 0:
+        return "UNSCORED", {"why": f"accepts {low}: not a minimum-version check", "rc": rc}
+    if rc["1.99.0"] != 0:
+        return "UNSCORED", {"why": "rejects 1.99.0: broken for another reason", "rc": rc}
+    return ("PASS" if rc["1.100.0"] == 0 else "FAIL"), {"rc": rc}
+def check_duckdb(it, code, runner):
+    m = [p for p in it["check"]["static_fail"] if re.search(p, code)]
+    if runner is None:  # static screen can only FAIL; the exec harness decides the rest
+        return ("FAIL" if m else "UNSCORED"), {"static": True, "matched": m}
+    raise NotImplementedError("contained duckdb 2.0 runner: see PROTOCOL")
+# ---------------------------------------------------------------- entry
+def score(it, reply, status, runner=None, ctx=None):
+    ctx = dict(ctx or {})
+    ctx.setdefault("row_ids", it.get("rowIds", []))
+    blocks = blocks_of(reply)
+    if not blocks:
+        return "UNSCORED", {"why": "no code block (text/markdown/console blocks are not read)"}
+    t = it["check"]["type"]
+    if t == "exec_rust":
+        out, det = check_rust(it, reply, runner or local_runner)
+    else:
+        code = clean("\n".join(b for _, b in blocks))
+        fn = {"model_id": lambda: check_model(it, code, status, ctx), "regex": lambda: check_regex(it, code),
+              "php": lambda: check_php(it, code), "node": lambda: check_node(it, code),
+              "ghapy": lambda: check_ghapy(it, code), "macos": lambda: check_macos(it, code), "launchdarkly": lambda: check_launchdarkly(it, code),
+              "rails": lambda: check_rails(it, code), "exec_duckdb": lambda: check_duckdb(it, code, runner)}[t]
+        out, det = fn()
+    # a regex-family FAIL on a row whose date has passed is already broken, on the item's own row
+    if out == "FAIL" and t != "model_id" and it["breakClass"] == "stops-working":
+        eval_date = dt.date.fromisoformat(ctx.get("eval_date") or META["evalDate"])
+        if all(_row_date(r) <= eval_date for r in it["rows"]):
+            out, det = "BROKEN_ALREADY_ROW", {**det, "rowDatePassed": True}
+    if ctx.get("calendar_text") and det.get("tokens"):
+        det.update(calendar_echo(det["tokens"], ctx["calendar_text"]))
+    return out, det
+def calendar_echo(tokens, cal):
+    """Arm C: does a decisive matched token appear verbatim in the calendar text the model was given?"""
+    cal_l = cal.lower()
+    parts = [t for tok in tokens for t in re.findall(r"[\w.\-:/@]{5,}", tok)]
+    seen = [t.lower() in cal_l for t in parts]
+    return {"calendarEchoAny": any(seen), "calendarEchoAll": bool(seen) and all(seen), "echoTokens": parts[:8]}
+_ROWS = None
+def row_text(it):
+    global _ROWS
+    if _ROWS is None:
+        _ROWS = {r["id"]: r for r in json.load(open(HERE / "calendar-entries-20261112.json"))["entries"]}
+    return "\n".join(_ROWS[r]["what"] + "\n" + _ROWS[r]["affected"] for r in it["rows"])
+def load_status():
+    d = json.load(open(HERE / "model_status.json"))
+    global META
+    META = d["meta"]
+    return d["models"]
+META = json.load(open(HERE / "model_status.json"))["meta"]

score_run.py ADDED Viewed

	@@ -0,0 +1,208 @@

+#!/usr/bin/env python3
+"""Dated-break eval aggregator: score replies.jsonl files and print the frozen headline tables.
+usage: score_run.py REPLIES.jsonl[,MORE.jsonl...] OUT.json [--duckdb OUTCOMES.json] [--rust OUTCOMES.json]
+                    [--pilot]   (pilot: skip the paired bootstrap)
+Exec items (duckdb-*, rust-*) take their outcome only from the contained-runner outcomes files; with no
+file, or a missing key, the outcome is NOT_RUN (never a silent static fallback).
+Definitions (frozen protocol):
+  scored      outcomes other than UNSCORED, UNSCORED_IMPORT, UNKNOWN_ID, INVALID_ID, NOT_RUN. MIXED is scored.
+  PRIMARY     (FAIL + BROKEN_ALREADY_ROW) / scored, breakClass 'stops-working' only: the only break arm C can address.
+  SECONDARY   any dated break = PRIMARY numerator + BROKEN_ALREADY_OTHER + OTHER_SCHEDULED, same denominator.
+              Reported beside PRIMARY, never inside it. ALIAS_SCHEDULED and REROUTED are labelled counts.
+  BOUNDS      lower = numerator / all records in the class (unscored counted as PASS);
+              upper = (numerator + MIXED + not scored) / all records in the class.
+  Other breakClasses (pre-release, standing-limit, support-ends) are listed apart, same columns.
+  Arm C is also split on calendarEchoAny (a decisive token appears verbatim in the calendar text given).
+  Paired arm comparison: per model, over (item, sample) pairs scored in both arms; the dropped count is printed
+  per pair; row-cluster bootstrap (resample calendar rows, 2000 draws, seed 23196) for the difference in PRIMARY
+  and, on the same resamples, in SECONDARY. paired() also returns the transition table (pair counts by outcome in
+  arm X, outcome in arm Y) and the frozen reading rule flag noCalendarEffectClaimed (see paired()).
+"""
+import json
+import random
+import sys
+from collections import Counter, defaultdict
+from pathlib import Path
+HERE = Path(__file__).resolve().parent
+sys.path.insert(0, str(HERE))
+from score import BAD, load_status, score  # noqa: E402
+NOT_SCORED = {"UNSCORED", "UNSCORED_IMPORT", "UNKNOWN_ID", "INVALID_ID", "NOT_RUN"}
+SECOND_EXTRA = {"BROKEN_ALREADY_OTHER", "OTHER_SCHEDULED"}
+PRIMARY_CLASS = "stops-working"
+def load_rows(paths, duck, rust, ctx_base, cal_text):
+    st = load_status()
+    items = {json.loads(l)["id"]: json.loads(l) for l in open(HERE / "items.jsonl")}
+    rows = []
+    for p in paths:
+        for l in open(p):
+            r = json.loads(l)
+            if r.get("error"):
+                continue
+            it = items[r["item"]]
+            t = it["check"]["type"]
+            key = f"{r['item']}|{r['arm']}|{r['model']}|{r.get('sample', 0)}"
+            if t in ("exec_duckdb", "exec_rust"):
+                src = duck if t == "exec_duckdb" else rust
+                if key in src:
+                    o, d = src[key]["outcome"], {"exec": {k: v for k, v in src[key].items() if k != "expect"}}
+                else:
+                    o, d = "NOT_RUN", {"why": "no contained-runner outcome for this reply"}
+            else:
+                ctx = dict(ctx_base)
+                if r["arm"] == "C":
+                    ctx["calendar_text"] = cal_text
+                o, d = score(it, r["reply"], st, ctx=ctx)
+            rows.append({"item": r["item"], "arm": r["arm"], "model": r["model"], "sample": r.get("sample", 0),
+                         "breakClass": it["breakClass"], "row": it["rows"][0], "outcome": o, "detail": d,
+                         "finish": r.get("finish"), "echo": d.get("calendarEchoAny") if r["arm"] == "C" else None})
+    return rows
+def metrics(rs):
+    c = Counter(r["outcome"] for r in rs)
+    n = len(rs)
+    scored = sum(v for k, v in c.items() if k not in NOT_SCORED)
+    num = sum(c[k] for k in BAD)
+    sec = num + sum(c[k] for k in SECOND_EXTRA)
+    ns = n - scored
+    return {"n": n, "scored": scored, "primaryNum": num, "secondaryNum": sec,
+            "primary": (num / scored) if scored else None, "secondary": (sec / scored) if scored else None,
+            "lower": (num / n) if n else None, "upper": ((num + c["MIXED"] + ns) / n) if n else None,
+            "mixed": c["MIXED"], "notScored": ns, "alias": c["ALIAS_SCHEDULED"], "rerouted": c["REROUTED"],
+            "counts": dict(c)}
+def pct(x):
+    return "n/a" if x is None else f"{100 * x:.0f}%"
+def line(m):
+    return (f"n={m['n']} scored={m['scored']} PRIMARY={m['primaryNum']}/{m['scored']} ({pct(m['primary'])}) "
+            f"SECONDARY={m['secondaryNum']}/{m['scored']} ({pct(m['secondary'])}) bounds {pct(m['lower'])}-{pct(m['upper'])} "
+            f"mixed={m['mixed']} notScored={m['notScored']} alias={m['alias']} rerouted={m['rerouted']}")
+def _ci(byrow, idx):
+    """Row-cluster bootstrap (resample calendar rows, 2000 draws, seed 23196) of the mean of component idx.
+    Both indicators use the same resamples, so PRIMARY and SECONDARY CIs are comparable."""
+    rng = random.Random(23196)
+    rowsl = list(byrow)
+    ests = [[], []]
+    for _ in range(2000):
+        tot = [0, 0]
+        cnt = 0
+        for _ in rowsl:
+            v = byrow[rng.choice(rowsl)]
+            tot[0] += sum(x[0] for x in v)
+            tot[1] += sum(x[1] for x in v)
+            cnt += len(v)
+        ests[0].append(tot[0] / cnt)
+        ests[1].append(tot[1] / cnt)
+    for e in ests:
+        e.sort()
+    return [[e[49], e[1949]] for e in ests]
+def _excl0(ci):
+    return 1 if ci[0] > 0 else (-1 if ci[1] < 0 else 0)
+def paired(rows, model, a, b, boot=True):
+    """Arm comparison (reading rule fixed before any scored run). Indicators:
+       PRIMARY   = outcome in BAD (FAIL, BROKEN_ALREADY_ROW)
+       SECONDARY = PRIMARY or outcome in SECOND_EXTRA (BROKEN_ALREADY_OTHER, OTHER_SCHEDULED)
+    Reading rule (frozen): the arm-effect headline is the PRIMARY paired diff shown beside the SECONDARY diff.
+    noCalendarEffectClaimed = True when (i) the two CIs exclude 0 in opposite directions, or (ii) more than half of
+    the net PRIMARY change comes from pairs whose non-PRIMARY side is BROKEN_ALREADY_OTHER / OTHER_SCHEDULED.
+    Then the write-up claims no calendar effect in either direction and shows the transition table."""
+    ra = {(r["item"], r["sample"]): r for r in rows if r["model"] == model and r["arm"] == a and r["breakClass"] == PRIMARY_CLASS}
+    rb = {(r["item"], r["sample"]): r for r in rows if r["model"] == model and r["arm"] == b and r["breakClass"] == PRIMARY_CLASS}
+    keys = [k for k in ra if k in rb and ra[k]["outcome"] not in NOT_SCORED and rb[k]["outcome"] not in NOT_SCORED]
+    dropped = {"onlyA": len([k for k in ra if k not in rb]), "onlyB": len([k for k in rb if k not in ra]),
+               "unscoredEitherArm": len([k for k in ra if k in rb]) - len(keys)}
+    if not keys:
+        return {"pairs": 0, "dropped": dropped}
+    prim = lambda r: 1 if r["outcome"] in BAD else 0
+    sec = lambda r: 1 if (r["outcome"] in BAD or r["outcome"] in SECOND_EXTRA) else 0
+    byrow = defaultdict(list)
+    trans = Counter()
+    for k in keys:
+        byrow[ra[k]["row"]].append((prim(ra[k]) - prim(rb[k]), sec(ra[k]) - sec(rb[k])))
+        trans[f"{ra[k]['outcome']}|{rb[k]['outcome']}"] += 1
+    diffs = [d for v in byrow.values() for d in v]
+    n = len(keys)
+    out = {"pairs": n, "dropped": dropped,
+           "rateA": sum(prim(ra[k]) for k in keys) / n, "rateB": sum(prim(rb[k]) for k in keys) / n,
+           "diffAminusB": sum(d[0] for d in diffs) / n,
+           "secondaryRateA": sum(sec(ra[k]) for k in keys) / n, "secondaryRateB": sum(sec(rb[k]) for k in keys) / n,
+           "secondaryDiffAminusB": sum(d[1] for d in diffs) / n,
+           "transitions": {"armA": a, "armB": b, "pairCounts": dict(sorted(trans.items()))}}
+    other = sum(prim(ra[k]) - prim(rb[k]) for k in keys
+                if (ra[k]["outcome"] in SECOND_EXTRA) != (rb[k]["outcome"] in SECOND_EXTRA)
+                and prim(ra[k]) != prim(rb[k]))
+    net = sum(d[0] for d in diffs)
+    out["primaryChangeFromOtherCells"] = {"net": net, "fromOther": other,
+                                          "share": (other / net) if net else None}
+    reasons = []
+    if boot and len(byrow) > 1:
+        cp, cs = _ci(byrow, 0)
+        out["ci95"], out["secondaryCi95"] = cp, cs
+        if _excl0(cp) * _excl0(cs) == -1:
+            reasons.append("PRIMARY and SECONDARY CIs exclude 0 in opposite directions")
+    if net and other / net > 0.5:
+        reasons.append("more than half of the net PRIMARY change comes from BROKEN_ALREADY_OTHER/OTHER_SCHEDULED cells")
+    out["noCalendarEffectClaimed"] = bool(reasons)
+    out["noCalendarEffectReasons"] = reasons
+    return out
+def main():
+    a = sys.argv[1:]
+    paths = a[0].split(",")
+    out = a[1]
+    flag = lambda f: json.load(open(a[a.index(f) + 1])) if f in a else {}
+    duck, rust = flag("--duckdb"), flag("--rust")
+    adj_p = HERE / "adjudications.json"
+    ctx = {"adjudications": json.load(open(adj_p)) if adj_p.exists() else {}}
+    sys.path.insert(0, str(HERE))
+    from run_items import calendar_context
+    rows = load_rows(paths, duck, rust, ctx, calendar_context())
+    cells = defaultdict(list)
+    for r in rows:
+        cells[(r["model"], r["arm"])].append(r)
+    report = {"cells": {}, "armCsplit": {}, "paired": {}}
+    for (m, arm), rs in sorted(cells.items()):
+        print(f"\n== {m} arm {arm}")
+        for cls in sorted({r["breakClass"] for r in rs}, key=lambda c: (c != PRIMARY_CLASS, c)):
+            mm = metrics([r for r in rs if r["breakClass"] == cls])
+            report["cells"][f"{m}|{arm}|{cls}"] = mm
+            print(f"  [{cls}] {line(mm)}")
+        if arm == "C":
+            for flagv in (True, False):
+                sub = [r for r in rs if r["breakClass"] == PRIMARY_CLASS and bool(r["echo"]) == flagv]
+                mm = metrics(sub)
+                report["armCsplit"][f"{m}|echo={flagv}"] = mm
+                print(f"  [stops-working, calendarEchoAny={flagv}] {line(mm)}")
+    models = sorted({r["model"] for r in rows})
+    if "--pilot" not in a:
+        for m in models:
+            for x, y in (("A", "B"), ("A", "C"), ("B", "C")):
+                p = paired(rows, m, x, y)
+                report["paired"][f"{m}|{x}-{y}"] = p
+                print(f"\npaired {m} {x} vs {y}: {json.dumps(p)}")
+    json.dump({"rows": rows, "report": report}, open(out, "w"), indent=1)
+    print("\nUNSCORED / UNKNOWN_ID / INVALID_ID / UNSCORED_IMPORT cases (the instrument-readability read):")
+    for r in rows:
+        if r["outcome"] in ("UNSCORED", "UNKNOWN_ID", "INVALID_ID", "UNSCORED_IMPORT"):
+            print(f"  {r['item']} {r['arm']} {r['outcome']} finish={r['finish']} {json.dumps(r['detail'])[:160]}")
+if __name__ == "__main__":
+    main()