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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 `csharp-replicaread`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading c... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
Box-office crate stopped compiling after Tuesday's cleanup commit and I'm out of my depth with what cargo is telling me. First it says: error: mismatched closing delimiter: `)` --> src/lib.rs:28:25 A volunteer with more Rust than me balanced that bracket on her laptop, and cargo immediately came back w... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
Ingest-platform ticket. Our camera-frame pipeline pulls from Pub/Sub with a hand-rolled loop somebody wrote years ago: it acks every message the moment it arrives (so a crashed decoder silently eats frames), it has no flow control (a backlog OOMs the worker), long decodes blow past the ack deadline and... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
Need a bounded in-memory cache for the thumbnail service — we're currently using a plain map and it grows until the pod OOMs. Please build package lru (root of module go-lru-cache), generic, stdlib only. API: - New[K comparable, V any](capacity int, onEvict func(K, V)) (*Cache[K, V], error) — error on ... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
I look after the layout engine of a small quilting-design tool, and our compiler-warning bump (we added -Wdeprecated-copy-dtor to the usual -Wall -Wextra -Werror) has the build failing all over the place. The layout math is right — mirroring, palette counts, the dominant-code report all match the refer... | 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-datagrid`. 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
Box office coordinator at the Riverbend Playhouse — Saturday's confirmation blast went out to about forty ticket buyers and my phone has not stopped. The emails literally open with the words Dear, a hash mark, and some curly-brace code where the customer's name should be, and the subject line has the s... | 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 `java-jira-async-delete` (language: java). 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
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 — client token included — 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
The ingest workers wedged again in staging. Sequence from the logs: a job gets cancelled mid-flight (operator abort), and from then on the pool is a brick — jobs submitted afterwards sit forever and never even start, and the drain step at the end of the run (`await pool.shutdown()`) never returns; we h... | 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
Ticket from the backup crew. Our nightly vault archives go to Azure Blob Storage through a shell script that re-uploads the whole tarball from byte zero every time the connection hiccups — a 3 GB archive died four times last night and each retry started over. I want a proper TypeScript block-blob uploa... | 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-snapprune`. 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 `py-event-sched`. 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 `csharp-splunk-hec-batch` (language: csharp). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — 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-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-scanner-ceiling` (language: go). 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
Registrar's office here. We turned on nullable reference types for the loan-desk service (it's on in the csproj now, warnings-as-errors, and that's a department decision — the csproj stays as is). The build promptly fell over: LoanDesk.cs(11,19): error CS8618: Non-nullable property 'Id' must contain a ... | 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
Ticket from the embedded-storage study group. We're prototyping the paging layer for our log-structured store and I want the buffer-pool logic nailed down in isolation, against a fake disk, before any of it touches real files. TypeScript on node only (node --test, type-stripping — so plain annotations,... | 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
# 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 finally got sign-off to replace the pile of copy-pasted fleet scripts with one real PowerShell module, and I want it done properly this time: a manifest, a public surface we can document, and everything else private. Working name is OpsKit. The acceptance harness (test_opskit.ps1, read-only, plus ev... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
The community-garden controller crew wants a watering planner CLI, and I'll say this upfront: we are NOT hand-rolling another argument parser. Use clap with the derive API — run cargo add clap --features derive and pin it exactly (=4.6.1); the Cargo.lock is committed in this repo so keep it in sync. Th... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
logpack's flag handling contradicts its own usage text in three ways. The doc says --exclude patterns REPLACE the built-in defaults, but `logpack logs --exclude '*.tmp'` still skips *.gz and *.zip — the defaults are stuck in there. In our long-running wrapper it's even worse: every parse remembers 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-clientsplit` (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 (Fable) produced a code change for task `ts-oracle-child-collection` (language: ts). 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
You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `ts-callstitch`. 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-jira-jql-pages` (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 (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 — verify everything yourself by run... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
The nightly QC report job has started dying some mornings and I can't see a pattern in WHAT it prints — only in WHEN. It ranks inspection stations by reject rate (worst first, ties alphabetically) and it's been solid for months. Then it crashed the Monday after the paint line sat idle all weekend, ran ... | 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
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
# 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
Building the MVP of our internal link shortener ("golinks"). HTTP service, in-memory storage, JSON API. Module go-urlshort, package shortener, exporting NewServer() http.Handler that wires the whole thing — the tests (and later the main binary) mount it on httptest / net.Listener. Endpoints: - POST /ap... | 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-globpick`. 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 `go-buildgraph`. 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
I'm on call and I keep re-deriving the same numbers from nginx access logs with increasingly unholy awk. Please build me a proper little analyzer, entry point `logreport.py`. Our logs are common log format, one request per line, like: 10.0.0.2 - - [10/Oct/2025:09:01:16 +0000] "GET /api/users HTTP/1.1" ... | 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. 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
I'm adding search to our internal runbook viewer and I don't want to drag in bleve or ship docs to some SaaS — 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
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
You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `go-money`. 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 h... | 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-hashring`. 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
You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model produced a code change for task `bash-jobpool`. 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
I write software for our photovoltaic QC bench and I need the panel math that currently lives in a jupyter scratchpad turned into a real module. Our module tester dumps each 96-cell panel as a text grid — 8 rows of 12 space-separated integer power readings, sometimes with '#' header comments and empty ... | 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-marketcart`. 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
Ticket from the developer-productivity rotation. Our monorepo builds with a shell script that rebuilds the world on every change; people have started passing binaries around in chat to dodge it, which is how we shipped a stale one last week. I want the core of a real build tool as a Go library — in-pro... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
The label-editor rewrite needs proper undo. Our current 'undo' is a snapshot of the whole document per keystroke and it eats memory like nothing else; product also wants multi-step operations (paste-with-reformat) to undo as ONE step, which snapshots can't express cleanly. Command pattern time. Build `... | 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-tomlite`. 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-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
# 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
Our field-inspection intake service handles upload posts from the tablets itself — stdlib only, no framework — and since we went live two kinds of tickets keep landing on me and I'm done playing whack-a-mole. One: attachments sometimes arrive truncated. A QA engineer uploads her saved email digest (a p... | 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
# 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 `py-atlas-cluster-poller` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — 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-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
# 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-fuzzy-suggest` (language: python). 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
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
Feature request for our Jira retention tooling. The existing ProjectAdminClient does stage one fine — it looks up project state and archives projects that hit end-of-retention (getProject/archiveProject, both in production). Stage two is still a human with a browser: when legal signs off on final purge... | 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 — client token included — 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
# 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 `py-expr-eval` (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
# 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-lru-cache`. 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 `csharp-okta-systemlog-after`. 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
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
You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `java-oracle-worker-pages` (language: java). 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
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 — 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
Every time the nightly stats jobs fail (replication lock, happens most Mondays), the FOLLOWING night's maintenance run starves: perfectly healthy jobs die with PoolExhausted even though nothing else is talking to the replica, and it stays broken until the dispatcher process is restarted. Restart it and... | 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
The dispatcher is requeuing jobs the moment they're handed out. Pattern from the logs: job A's deadline lapses while the loop is busy (nobody polled the watchdog yet), job A completes anyway and gets cancelled, job B is armed — and the very next Expired() poll claims job B timed out, zero ticks after a... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
Data-platform ticket. Our telemetry archiver pushes nightly rollup blobs to S3 with a single put_object call, and last night a 3.4 GB rollup timed out four times and the job gave up — we resend the whole object every time anything hiccups. I want a proper multipart uploader package, `s3mpu`, built on 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-retry`. 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 h... | 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-oracle-child-collection` (language: ts). 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
You are the PRIMARY code reviewer for a distillation-trace acceptance gate. A teacher model (Fable) produced a code change for task `py-fsmmin` (language: python). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running comm... | 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-uploadgate`. 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
Need the scheduling core for our team calendar service. Plain TypeScript on bare node (node 24 type stripping, zero deps, tests run with node --test), no UI, no storage. Three public modules — internal helpers are your call. Timestamps everywhere are naive strings 'YYYY-MM-DDTHH:MM' (we normalize to UT... | 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 `csharp-snowflake-query-retry` (language: csharp). INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yours... | 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
Middleware-team ticket. Shipping an iflow to our SAP Cloud Integration tenant is currently: export zip, click through the Design UI, press Deploy, stare at the Monitor tab. Twice this quarter someone deployed an OLDER bundle over a hotfix because nothing checks what's already on the tenant. Build the 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 `zsh-arrlib`. 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
Metrics pipeline ticket. Our latency aggregator currently keeps sum and sum-of-squares per shard and computes variance at flush time. On the new gateway (timestamps-as-floats territory, values with a giant common offset) it's been reporting NEGATIVE variances, which is how I learned about catastrophic ... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
I want a replayable 2048 for our PowerShell brown-bag: no keyboard, no curses — the whole game is a transcript CLI so two runs with the same inputs are byte-identical and we can diff strategies. One script, `play2048.ps1`, invoked `pwsh -NoProfile -File play2048.ps1 -Moves <file> [-Seed <n>] [-Board <f... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
scanfeed.py works, but nobody can extend it. It's continuation-passing all the way down — process_scan_lines takes three callbacks, and inside it there's a parse function that takes a callback, calling a QA filter that calls a dedupe closure that finally calls your on_scan. Adding one stage last month ... | 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-weightavg`. 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
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
I inherited the sawmill cut-list branch after the contractor rolled off, and it does not build. This is everything the compiler says: # go-sawplan [go-sawplan.test] ./board.go:5:2: "strconv" imported and not used ./board.go:25:17: strings.ToUpper undefined (type string has no field or method ToUpper) .... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
<|im_start|>user
Security review just killed the eval() call in our alert-rule engine (rightly — customers type these formulas into a text box) and now I owe them a real evaluator. Module exprcalc.py, one entry point `evaluate(source, variables=None)`, plus an `ExprError` exception class. eval/exec/compile/ast are all ... | 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-yamlite`. 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-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 `cpp-exprvisit`. 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
# 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
Deploy-tooling ticket, Go. Our release script currently shells out to curl in a while-loop to babysit GitLab pipelines and it's a mess — no rate-limit handling, it thinks 'canceling' means done, and when someone Ctrl-Cs it we get zero record of what already ran. I want a proper little Go package (modul... | 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-backup-manifest`. INDEPENDENTLY verify it with your own tools and return a strict verdict. Trust no prior review — verify everything yourself by running commands and reading c... | 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
Scheduler infra. We run two copies of the ingest scheduler and today they "coordinate" via a Redis SETNX hack that split-brained us twice last quarter. I want proper Kubernetes leader leases. The repo already has k8s_client.py — a small working ApiClient (bearer auth, JSON, get/create/replace lease cal... | You are an elite agentic AI coding assistant. You write clean Python code and utilize tools effectively. | Frontier-Distill |
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