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<|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 β€” 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 Our load-test CLI keeps printing empty reports: queue 500 virtual users, Fire(), and the latency histogram says 0 samples β€” but the target service definitely received the requests, we can see them in its access log a moment later. So Fire is coming back before the burst has actually finished, even thou...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user loadsheet.ps1 is the little library behind our northbound freight sheets, and internally it is stringly-typed to a degree I find personally embarrassing: Read-LoadRows parses the dispatch CSV and then immediately tab-joins every load back into 'id<tab>dest<tab>kg<tab>pri', and every other helper re-spl...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|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` β€” 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.
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<|im_start|>user We render onboarding flows from JSON schemas and every product team hand-rolls the paging logic differently. I want one headless wizard engine β€” no DOM, no framework, plain TypeScript on node (node --test, type stripping, zero deps). Three modules so the pieces stay testable on their own: fields.ts, sc...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
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-sap-cloud-integration-monitor` (language: ts). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yours...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Data platform team here. A couple of our services can't take a native Kafka client, so they read audit topics through the Confluent REST Proxy, and I keep finding leaked consumer instances on the proxy because every script hand-rolls the lifecycle and forgets to clean up. The repo already has a working...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Write a warm welcome note of no more than 35 words for guests arriving at a fictional family reunion. No lodging reservation is involved.<|im_end|> <|im_start|>assistant Welcome home, dear family! Whether you traveled miles or minutes, your smile makes this reunion complete. Settle in, share stories, h...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
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-unitreg`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 Data platform team here. A couple of our services can't take a native Kafka client, so they read audit topics through the Confluent REST Proxy, and I keep finding leaked consumer instances on the proxy because every script hand-rolls the lifecycle and forgets to clean up. The repo already has a working...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Perf ticket, ingest tier. Package telewire (this repo) encodes telemetry readings into our pipe-delimited line frames β€” AppendFrame(dst, reading) is called for every sample on every collector, tens of millions of frames an hour, and the profiler says the encoder itself is now a top-3 allocation site fl...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `js-labtrack`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 # 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` β€” 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 Our Saturday-market settlement script died tonight, right when the office wanted the numbers. Every run ends with ruby claiming the whole module is broken: > 9 | module StallBook | ^~~~~~ expected an `end` to close the `module` statement ... > 64 | end | ^ unexpected end-of-input, assuming it is closin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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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-gradebook` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running c...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Bike-share ops here. The dock-ledger project stopped building somewhere in yesterday's cleanup commits (a teammate was 'modernizing properties' and also pruning old debug helpers, so the diff is noisy). `dotnet test` now gives me this pile: DockLedger.cs(25,29): error CS1525: Invalid expression term '{...
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-irrplan`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 `java-newrelic-change-marker` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 produced a code change for task `go-spanoverlap`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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.
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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 `go-meraki-action-batch` (language: go). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by run...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|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 `java-dupsight`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
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-ghe-graphql-cursor`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running commands and readin...
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 β€” 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-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` β€” 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 Mail archiving squad here. Our compliance exporter walks ~18 Outlook folders per mailbox with one HTTP round-trip per folder per page and it takes forever; worse, when Graph throttles ONE folder the whole run starts over and re-downloads everything. I want a proper JSON-batch client in TypeScript for N...
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 trips at my saved destination. I’m checking the entry for β€œKyoto Supplier Visit” 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 preferences to get your...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Data platform team here. Our nightly account loads into Salesforce still go through a contractor's SOAP-era jar that nobody can rebuild, and it silently drops the failure report. I want a small stdlib-only Python package, sf_bulk, that runs a full Bulk API 2.0 ingest end to end so our scheduler can imp...
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-habit-streaks`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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.
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<|im_start|>user Streaming platform team. Every release train we promote event schemas to the shared Schema Registry by hand with curl, and last month someone force-registered an incompatible orders schema and broke three consumers. I want a proper release-gate client in this repo. It talks to the registry's REST API d...
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-resumeup`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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.
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<|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.
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<|im_start|>user Our search gateway is slowly eating itself. Functionally it looks fine β€” fanout.Search returns the first replica hit fast, aggregation over total failures works β€” but after a day in production the goroutine count is in the tens of thousands and a pprof goroutine dump is wall-to-wall `fanout.Search.func...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user IT asset-management ticket, PowerShell. Our CMDB import needs a nightly Meraki inventory pull and the quick script someone wrote is a liability: it lets Invoke-RestMethod follow redirects on its own (which mangles the auth header), it ignores rate limiting, and its output property order changes run to ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user key staged<|im_end|> <|im_start|>assistant I’ll run the coding seed first and require four gates: successful Z.ai stream, observed `glm-5.2` attestation, unchanged protected tests, and passing independent verification. Only if that succeeds will I run the blind security seed and its separate reference ...
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-ontap-cluster-whoami` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself b...
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-jsonrpc`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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-databricks-jobs-run`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 IT asset-management ticket, PowerShell. Our CMDB import needs a nightly Meraki inventory pull and the quick script someone wrote is a liability: it lets Invoke-RestMethod follow redirects on its own (which mangles the auth header), it ignores rate limiting, and its output property order changes run to ...
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-okta-systemlog-after`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 Our greenhouse rigs stream minute-by-minute integer readings from a grid of sensors, and I need the number-crunching core as a small numpy module. This repo is part of our conda data stack: environment.yml carries the exact pins we validated against, and NOTHING is installed on this box yet β€” there's n...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Two teams need a bounded FIFO and they want opposite full-buffer behavior: the audit-log people must never lose an event (backpressure, refuse the write) while the live-telemetry people always want the freshest data (drop the oldest). Give us one generic ring buffer with both policies instead of two 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 (Fable) produced a code change for task `py-slugify` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running com...
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-layered-config`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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.
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<|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.
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<|im_start|>user Our wool co-op's broker toolkit just got pulled into the org-wide build, and the org build runs javac with -Xlint:all -Werror. The intake registry module now refuses to compile. It's old code from before we used generics properly, but it is CORRECT old code β€” the lot groupings, pen totals and the heavi...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user This is the walk-in waitlist behind the front-desk app at our vet clinic (clinic.hpp/clinic.cpp). Arrivals, ticket lookups and the next-up board have been fine for months. The trouble started when reception began using the hold sweep for owners who step out β€” every visit gets a hold-until time and 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 (Fable) produced a code change for task `py-page-replay` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 `go-cmdline`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 `java-atlas-alert-pages` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We keep re-implementing 'filter this JSON dump and sum by region' in every internal tool, so I want a tiny in-memory relational engine we can share. TypeScript, node only, no npm. The tests import db.ts and query.ts; split the internals (predicates, aggregates, join logic...) however you like. db.ts β€” ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Our battery lab's weekly fleet report is embarrassing us in two different ways and I need it sorted today. Background: battreport.py builds discharge reports from the rig logs; the analysis stack is pinned in environment.yml (those pins are what the rig code was validated against) and CI builds a local...
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-subcmd`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-tfe-state-download`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running commands and readin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Tooling ticket: build `rs-tomlite`, a lossless TOML-lite config parser/editor for our deploy tooling. Every existing library deserializes into structs and loses the file layout; we need the opposite β€” a line-preserving document model our bots can edit surgically, so config diffs stay reviewable. The cr...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Ever since we merged the spring-schedule branch, the vanpool coordinator has been quietly wrong in three different ways and `ruby -w` won't shut up about the file. Symptoms from this week's inbox: the elm van claims it only seats 6 when every van we lease has 7, riders who committed to the monthly punc...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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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-tmpl-compile` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by runnin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Bench stations keep going dark after a bad diagnostics pass. The hub says the device handle is still checked out, so every later pass on that device queues forever β€” we're power-cycling the hub daily now. Two symptoms, both out of withCapture in capture.ts: first, when the capture engine refuses to sta...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Mail archiving squad here. Our compliance exporter walks ~18 Outlook folders per mailbox with one HTTP round-trip per folder per page and it takes forever; worse, when Graph throttles ONE folder the whole run starts over and re-downloads everything. I want a proper JSON-batch client in TypeScript for 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 `csharp-bagline`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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.
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<|im_start|>user Ops-tooling ticket. Compliance wants nightly extracts of our ECS service logs out of CloudWatch Logs, and the PowerShell prototype somebody wrote is a disaster: it stops paging GetLogEvents the first time a page comes back empty (which the docs say means nothing of the sort), it hammers the API until i...
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 β€” 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 `bash-flockq`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-file-organizer` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
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-intervalset`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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-job-timeout` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
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<|im_start|>user Please create the account onboarding record β€œRedwood Pediatrics Onboarding” for 2026-08-26. It could be assigned to Central Region or Northeast Region, and I have not chosen between them. The sales region matters, so do not guess or use my saved default.<|im_end|> <|im_start|>assistant I can't complete...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Our winter-service depot tool stopped linking after a 'module tidy-up' that landed while I was on leave, and I've been staring at ld output for an hour. Every single .c compiles clean β€” zero warnings under -Wall -Wextra -Werror β€” and then the link step face-plants: gcc -std=c17 -Wall -Wextra -Werror -c...
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-usage-sessions`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 `go-retry`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running commands and reading code. You h...
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 trips at my saved destination. I’m checking the entry for β€œReykjavΓ­k Planning Retreat” 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 preferences to ge...
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-tile-cache`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 `java-sap-business-partner-odata` (language: java). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything your...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user SRE ticket, medium-annoyed. Our metering exporter authenticates to Vault with AppRole and the current 'session handling' is: log in once at boot, cache the token forever, crash at 2am when it expires. Last week someone 'fixed' it by logging the whole login response β€” client token included β€” into our sh...
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-splunk-hec-batch` (language: csharp). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself b...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user # Wave-8 enterprise-integration seed authoring preamble You are the sole seed author for one Wave-8 chunk. Repo root is the current directory. These instructions are mandatory and supplement `tasks/SEED_SPEC.md`. ## Read before writing 1. Read all of `tasks/SEED_SPEC.md`. 2. Read the Wave-8 laws, evide...
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-wximport`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 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 β€” 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-event-sched`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 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 I'm adding search to our internal runbook viewer and I don't want to drag in bleve or ship docs to some SaaS β€” the corpus is a few thousand short markdown files, an in-memory inverted index is plenty. Module go-textindex, package textindex, stdlib only. What I need: NewIndex() *Index, then Add(docID, 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 `go-gitlab-pipeline-watcher`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running commands and r...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Rewrite this safety reminder in a calm tone: β€œDrivers must check the mirrors before moving the van.”<|im_end|> <|im_start|>assistant Here's a calm rewrite: β€œPlease take a moment to check your mirrors before setting the van in motion.”<|im_end|>
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` β€” 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-wordfreq`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 # 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` β€” 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 The heritage-railway signal-box console crate stopped passing CI when we turned on the deny-warnings gate (`bash run_verify.sh` = `RUSTFLAGS="-D warnings" cargo test`). rustc has apparently been trying to tell us about real problems for a while: typing `release` at the console comes back 'unknown keywo...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user Platform-tooling ticket. Our Java settings toolkit (SettingsClient + Json) can already read Dynatrace OpenPipeline log-pipeline objects, and the observability team now wants it to *manage* them: our compliance processors (everything under the acme. id prefix) keep getting hand-edited or dropped in 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 `cpp-exprvisit`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” 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 key staged<|im_end|> <|im_start|>assistant I’ll run the coding seed first and require four gates: successful Z.ai stream, observed `glm-5.2` attestation, unchanged protected tests, and passing independent verification. Only if that succeeds will I run the blind security seed and its separate reference ...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill
<|im_start|>user We reorganized the food-pantry toolkit into a proper package yesterday (it used to be one big file) and now the whole thing won't start on the volunteer desk laptop. First thing the test run says: Traceback (most recent call last): File "test_pantry.py", line 7, in test_intake_normalization from pantry...
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-tfe-state-download`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by running commands and readin...
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-stream-stats` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review β€” verify everything yourself by runnin...
You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively.
Frontier-Distill