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<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-shoot-import` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runnin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Our metrics exporter keeps shipping count=1 for metrics that two handlers definitely both reported. It only ever happens right after a deploy introduces a new metric name — the very first datapoints, one of them just evaporates. From then on the metric behaves perfectly, and I can hammer it from a sing...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-workout-log`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code....
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-logtail`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-stmt-reconcile` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runn...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-flowschema`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-datadog-metric-submit` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-10 full-distill seed authoring preamble You are authoring seed fixtures only. Do not generate a teacher trace, do not call another model, and do not edit traces or dataset outputs. Read `tasks/SEED_SPEC.md`, the Wave 10 binding laws, and at least two strong existing seeds in the assigned languag...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Facilities wants the meeting-room booking backend as a proper little express service. The repo already carries our pinned manifests — package.json plus the committed package-lock.json — and run_verify.sh, which is exactly what the CI runner executes. This box is fresh though: nothing is installed, ther...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `java-sap-business-partner-odata`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We bridge a handful of edge services into Kafka through the Confluent REST Proxy because they can't link a native client, and the shell-script producer we use today throws away per-record results - when half a batch fails we either re-send everything (duplicates) or nothing (data loss). I want a real G...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Our gateway pipeline (middleware.ts) is sync-only and errors just explode out of run() — every team wraps their middleware in try/catch and invents their own 500 page. I want the Express model, but awaitable. Async middleware: any middleware may be async / return a promise; the pipeline awaits it. next...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-vault-approle-renew` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Two things landed on the gate-badge crate at once and now CI is red. First, we made badge numbers typed last week — `BadgeId<Visitor>` vs `BadgeId<Contractor>` so a contractor badge physically can't be passed to the visitor sign-out — and cargo now refuses to build with `error[E0392]: type parameter T ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `powershell-meraki-link-pages`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-pydantic-catalog` (language: py). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runnin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `java-dynatrace-openpipeline-config` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything y...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Set up a meeting in Denver on 2026-09-22 for six attendees, but the meeting name is missing.<|im_end|> <|im_start|>assistant The meeting name is missing, so I can't create this meeting yet — the name is a required detail I shouldn't guess or invent. Could you tell me what the meeting should be called?...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user The checkpoint package (job progress snapshots for our batch jobs) does its job in prod but is a wall for testing: os.MkdirAll/WriteFile/ReadDir/Remove and time.Now() are called inline all over, so the importer team tests it with real sleeps and a real spool dir, and that suite flaked twice last week o...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Identity platform team. Our nightly Entra-to-CRM user sync is a cron job that pulls ALL 40k users every run and diffs them in memory. Directory ops wants it dead by Friday — we got throttled twice last month and the diff misses deletes entirely. Replace it with a proper Microsoft Graph delta synchroniz...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `csharp-outfitter`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading cod...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `java-gcp-operations-poller` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Our fulfilment service routes orders using a switch task from a workflow DSL document (see the rules in the tests: an expedite rule for rush orders, a bulk rule for orders of 100 or more, and a catch-all standard route). The DSL's contract is dead simple: cases are checked top to bottom, the FIRST case...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-cart-discounts` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runn...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-ticket-triage`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading cod...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-scene-shapes`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `ts-gcp-bigquery-pages` (language: ts). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runn...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-cidrkit`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-10 full-distill seed authoring preamble You are authoring seed fixtures only. Do not generate a teacher trace, do not call another model, and do not edit traces or dataset outputs. Read `tasks/SEED_SPEC.md`, the Wave 10 binding laws, and at least two strong existing seeds in the assigned languag...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Platform-eng ticket. Our shop-floor CI bot authenticates against GitHub Enterprise Cloud with a PAT taped to a service account, and security wants it gone this quarter. Replace it with a proper GitHub App auth layer: a Go package ghauth (module go-ghe-app-token, stdlib only) that mints the app's short-...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-gitlab-job-artifact` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user great. please include the construction of this new harness in your traces<|im_end|> <|im_start|>assistant Yes. This same pinned `gpt-5.6-sol` session contains the complete `glm-code` construction, live Z.ai validation, parser correction, security isolation work, Git commits, and credential cleanup. I’m...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Identity platform team. Our nightly Entra-to-CRM user sync is a cron job that pulls ALL 40k users every run and diffs them in memory. Directory ops wants it dead by Friday — we got throttled twice last month and the diff misses deletes entirely. Replace it with a proper Microsoft Graph delta synchroniz...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-fsmcore`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-connfsm`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-indexpq`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user I rebased the permit-kiosk branch onto two weeks of upstream and now the trailperm package won't build. It starts with this: zones.go:5:8: expected ';', found ',' but it's a moving target — I chased it for twenty minutes and every time I appease the compiler it points at a new line, at one point in a f...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user The fare service branch stopped compiling after I folded in the tariff-revision commits and the compiler output reads like it's angry at two different files at once: ./fares.go:16:43: syntax error: unexpected newline in composite literal; possibly missing comma or } ./calc.go:18:2: syntax error: unexpe...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `rs-iteradapt`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Y...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We're launching billing in Japan, Switzerland and the eurozone next quarter and invoice.py still hard-codes dollars everywhere. Finance signed off on these rules: Invoice grows a currency= option (default "USD" so every existing call site keeps working), backed by a CURRENCIES table covering at least U...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user SRE ticket. Our DR tooling snapshots Terraform Enterprise state by scraping the UI with a headless browser (yes, really), and it broke again when the login page changed. Replace it with a small TypeScript tool that pulls a workspace's current state through the documented v2 API. Node built-ins only — n...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-checkout-session`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Show me the active tasks at my saved project workspace. I’m checking the entry for “Volunteer Handbook Revision” in particular. Use the stored preference instead of asking me to repeat it, and do not create or change any records.<|im_end|> <|im_start|>assistant I'll first retrieve your saved preference...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Analytics-platform ticket. Our usage-reporting service talks to BigQuery through a pile of copy-pasted fetch calls that string-interpolate values straight into SQL, silently truncate any result past the first response page, and turn 64-bit user IDs into corrupted doubles because someone fed them throug...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-batch-defaults`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading co...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `rs-ropelite`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Yo...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Every Monday our release-audit job compares the manifest we rolled to staging against what's actually running in prod and posts the drift to the channel. The comparison is reflect.DeepEqual plus a homegrown struct dump, and it cries wolf constantly: DeployedAt never matches (obviously), the CD controll...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Release engineering ticket. Our deploy pipeline kicks Terraform Enterprise runs by shelling out to curl in a 400-line Jenkins groovy blob, and last month it applied a plan that had failed policy checks because nobody checks the run state properly. I want a real Go package, `tferun`, that drives the doc...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-optimistic-store`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-10 full-distill seed authoring preamble You are authoring seed fixtures only. Do not generate a teacher trace, do not call another model, and do not edit traces or dataset outputs. Read `tasks/SEED_SPEC.md`, the Wave 10 binding laws, and at least two strong existing seeds in the assigned languag...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user HR reporting pipeline ticket. We export every work relationship a worker has ever had out of Oracle Fusion Cloud HCM, and the current script is a while-loop that adds 25 to offset until items comes back empty. On our long-tenure agency conversions it double-counts rows whenever HR touches the worker mi...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `ts-azure-blob-blocks` (language: ts). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runni...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Tech-debt ticket, and I finally got it prioritized: orderdesk.py has become the file every order-touching change collides in. Pricing, tax, shipping and the printed report all live in one module, three teams edit it, and last sprint two merge conflicts in a row were people stepping on each other in unr...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-datadog-metric-submit` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-htmlclean` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running c...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Book a reservation in Raleigh for four guests on 2026-10-03. I forgot to provide the reservation name.<|im_end|> <|im_start|>assistant I can't complete this booking yet because the reservation name is required to create a reservation, and you mentioned you forgot to provide it. Here's what I have so f...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `go-aws-dynamodb-pages` (language: go). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runn...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user HR platform ticket. When a hire falls through we currently cancel the work relationship in the Oracle Fusion HCM UI by hand, because the last scripted attempt POSTed plain JSON at a guessed URL with a made-up worker ID, treated a 202 like a failure, and printed 'HTTP 400' when the pod explained in two ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user The nightly inventory diff has been red for three days straight and it isn't real drift — it's ordering. netroster.ps1 renders our device roster from the collector's devices.csv, and the runbook is explicit that the roster is sorted in plain byte order, the same way the vendor export we diff against so...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-tfe-run-queue`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading cod...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Need a small open-addressing hash map in C for the stockroom snapshot tool, and I am going to be opinionated about the internals, because we diff textual dumps of this table between runs and between machines — the layout has to be byte-for-byte reproducible, not "whatever the implementation felt like"....
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Floor lead at the parts warehouse. The put-away 'system' is currently whoever's on shift eyeballing shelves, and last month someone racked drain acid over a bin of rags, so now I get to specify software. Python 3.12, stdlib only, one JSON db file, every command a separate `python3 cli.py --db PATH ...`...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-inventory-log`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading cod...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user SRE tooling request. Our Kafka Connect fleet degrades quietly: a sink task hits a poison record, flips to FAILED, and nobody notices until the lag alert two hours later, because Connect never restarts failed tasks by itself. On-call then restarts entire connectors by hand, which also bounces the health...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user CMDB team here. Our asset-scanner ingest keeps making duplicate CIs because someone wrote it as raw POSTs to /api/now/table/cmdb_ci_linux_server. I've been told (and our ServiceNow admins confirmed) that external sources are supposed to go through the CMDB identification/reconciliation interface so the...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-jsonpath-edit`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading cod...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-10 full-distill seed authoring preamble You are authoring seed fixtures only. Do not generate a teacher trace, do not call another model, and do not edit traces or dataset outputs. Read `tasks/SEED_SPEC.md`, the Wave 10 binding laws, and at least two strong existing seeds in the assigned languag...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `csharp-sap-csrf-batch` (language: csharp). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Perf ticket, retail-audit tooling. tally.ts renders the fixed-width tally sheets our auditors print — sections plus 44-column rows, exact layout documented in the module header. It was written for single-aisle spot checks and it shows: the full-store export (150k rows) went from 'fine' to 'kill it afte...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Platform-eng ticket. Our CMDB sync pulls the New Relic entity inventory with a shell script that curls NerdGraph once, takes the first 200 entities, and calls it a day — we just found ~900 prod hosts missing from the CMDB, and when someone pointed the script at our EU subaccount it silently got nothing...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-cmdline`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `zsh-floatrep`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Y...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-forwait`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user The replication pager has lost the on-call team's trust in one week. Tuesday 06:10 it paged '!!' for a replica at 31 seconds of lag — the limit is 300. During the actual incident last Thursday, replica-b sat at 1200 seconds and the report showed it as 'ok'. And the 'worst first' ordering is scrambled: ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user The backup agent's snapshot planner uses our dirwalk package and customers keep asking for two things we can't do: skip junk (logs, node_modules, build output) and cap how deep we scan into vendor trees. Also the manifest differ chokes because plain lexical order interleaves files and directories — the...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `zsh-floatrep`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Y...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Tech-debt ticket, and I finally got it prioritized: orderdesk.py has become the file every order-touching change collides in. Pricing, tax, shipping and the printed report all live in one module, three teams edit it, and last sprint two merge conflicts in a row were people stepping on each other in unr...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `bash-mdtoc`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. You...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-timeclock`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Y...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We throttle bulk exports with a channel-as-semaphore and it starves large jobs: a job needing 2 slots waits forever while 1-slot jobs keep barging in. I need a real weighted semaphore with FIFO fairness. Package semaphore, root of module go-fair-semaphore, stdlib only (we can't vendor x/sync into this ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We're spinning the cost-splitting logic for the group-trips feature out of the prototype. Build it as a small standalone library — plain TypeScript, node only, zero npm deps. Two entry modules; the acceptance tests import exactly these: ledger.ts — exports `class Ledger`: - `addMember(name)` registers ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-10 full-distill seed authoring preamble You are authoring seed fixtures only. Do not generate a teacher trace, do not call another model, and do not edit traces or dataset outputs. Read `tasks/SEED_SPEC.md`, the Wave 10 binding laws, and at least two strong existing seeds in the assigned languag...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Compute-governance ticket. We already ship a small working client for the Databricks Cluster Policies API in this repo (PoliciesClient + Json + the typed exceptions — don't break any of it, the harness re-checks the old behavior). What's missing is the actual reconciler: every quarter someone hand-edit...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `ts-gcp-bigquery-pages` (language: ts). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by runn...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-4 authoring-agent preamble (read this first, follow exactly) You are authoring seeds for the fable-code training-data pipeline. Repo root: this directory. Everything below is mandatory. ## Read before writing anything 1. `tasks/SEED_SPEC.md` — the seed spec, quality bar, and mandatory self-check...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `go-gcp-storage-resumable` (language: go). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by r...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `py-snowflake-sql-async`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and readi...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Infra ticket. Our deployment tooling shells out to `az` and pretends every ARM PUT is synchronous — it fires the request, sleeps 90 seconds, and hopes. Twice this month it declared render-pool rollouts "done" while the operation was still running, and once it looped forever on an operation that had act...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `go-snowflake-partition-results` (language: go). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yoursel...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-recipe-box` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `rs-sizecast`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading code. Yo...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user CMDB team here. Our asset-scanner ingest keeps making duplicate CIs because someone wrote it as raw POSTs to /api/now/table/cmdb_ci_linux_server. I've been told (and our ServiceNow admins confirmed) that external sources are supposed to go through the CMDB identification/reconciliation interface so the...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill