marin-community/marin

Deslop, simplify, or review low-value tests and prose only when explicitly requested for a branch or diff.

marin-community/marin

Use Iris to submit, inspect, debug, monitor, or recover jobs and tasks; diagnose scheduling and federation; deploy controllers; or reserve dev GPUs and TPUs.

marin-community/marin

Define, validate, submit, or restart a Marin SkyRL experiment through its artifact main.

marin-community/marin

Build, validate, publish, update, inspect, query, roll back, or archive a dynamic Marina applet.

marin-community/marin

Query Finelog logs and telemetry for Iris tasks, workers, profiles, training, vLLM, and cross-cluster forwarding.

marin-community/marin

Run a read-only preview for a specified Marin infra/pulumi stack and trace each pending resource change to merged pull requests since its latest successful update when that update records a clean…

marin-community/marin

Deploy a significant code change (backend, kernel, optimizer, data path) to the live hero run: relaunch it under a new run id from a permanent checkpoint, compare against the old run over a trial…

marin-community/marin

Run an explicitly requested Zephyr control/treatment benchmark on the same pre-normalized sample and compare Finelog stage metrics.

marin-community/marin

Implement a fully specified request for a GCP IAM resource grant or Cloud Run IAP viewer in marin-iac.

marin-community/marin

Add or change a named Pallas/Mosaic kernel, including its reference implementation, correctness tests, wrapper, or requested tuning.

marin-community/marin

Archive explicitly named legacy experiment files by publishing a dated tag and canonical issue breadcrumbs.

marin-community/marin

Launch or continuously monitor a specified Zephyr pipeline on Iris only when asked to babysit it; restart only after explicit approval.

marin-community/marin

Modify or upstream behavior in a named Grug/Grugformer experiment variant.

marin-community/marin

Use only when a change is ready to commit, push, or open or update its pull request; do not activate during implementation.

marin-community/marin

Search or cite Echo at the start of a fresh Marin investigation when prior-work policy applies, another selected workflow requires it, or the user explicitly asks; reuse relevant results during the…

marin-community/marin

File a GitHub issue only when explicitly requested or delegated by another selected workflow; do not create issues merely because a problem was found.

marin-community/marin

Run the read-only infra/lint PR reporter only when invoked by CI or explicitly requested; do not select it for the commit workflow's fix-and-respond review.

marin-community/marin

Verify or complete a new internal Marin developer's local setup and access to GitHub, GCP, Iris, Weights & Biases, Hugging Face, and optional CoreWeave storage.

marin-community/marin

Profile a named JAX, Levanter, or Marin run, or investigate a measured startup, compilation, initialization, or throughput bottleneck.

marin-community/marin

Refresh a named Marin external fork pin onto a newer upstream base using its configured descriptor and required end-to-end test.

marin-community/marin

Review an explicitly identified marin-iac grant PR that edits IAM data or a deploy-target module, confirm its decrypted principals and roles, then apply only the confirmed grant.

marin-community/marin

Review an explicitly identified Marin pull request against the repository's correctness and maintainability expectations.

marin-community/marin

Launch, monitor, or seal a Marin canary or daily ferry only when explicitly requested.

marin-community/marin

Use scripts/logscan.py only when explicitly requested to scan an oversized log or to perform Gemini-backed log analysis.

marin-community/marin

Run the experiment-issue TL;DR scrub only from its scheduler or an explicit request for that scrub.

marin-community/marin

Publish a tagged Echo record after a live infrastructure incident, then link its canonical URL from the associated pull request or issue.

marin-community/marin

Design or revise a Marin experiment pipeline that binds reusable work into an artifact graph.

marin-community/marin

Register a named Hugging Face dataset for Marin by inspecting its schema and adding the appropriate experiments/datasets module.

marin-community/marin

Diagnose a stated code, JAX, Marin, Iris, Zephyr, or TPU fault or startup/performance regression; do not activate for ordinary implementation or optimization without a symptom.

marin-community/marin

Implement and land a fix for an explicitly identified marin-community/marin GitHub issue.

marin-community/marin

Launch, resume, monitor, hand off, or seal an explicitly requested production-critical Marin run, normally at least 1e22 FLOPs.

marin-community/marin

Harvest experiment issue reports and curate docs/reports/index.md only when explicitly requested.

marin-community/marin

Research an explicitly requested Marin question or coordinate a multi-session experiment; find prior work, assess evidence, and record results in the task's existing durable surface.

marin-community/marin

Run the docs/code-parity scrub only from its scheduler or an explicit request for that scrub.

marin-community/marin

Run the repository self-improvement scrub only from its scheduler or an explicit request for that scrub.

marin-community/marin

Triage a failed canary ferry run only when invoked by CI with the required CANARY context.

marin-community/marin

Apply Marin house style when producing or revising commit, pull-request, issue, comment, documentation, report, or blog prose.

marin-community/marin

Upload or publish model weights to the Hugging Face Hub. An agent skill from marin-community/marin.

marin-community/marin

Use Marin's fsutil CLI for local object-storage operations across GCS, CoreWeave S3, R2, and local paths.

marin-community/marin

Update durable docs when explicitly requested or when current work changes behavior, exposes stale instructions, establishes an operational pattern, or yields reusable research guidance.

marin-community/marin

Add, revise, or review Marin tests for an explicit behavior change, regression, or test-quality request.

marin-community/marin