最高评分
社区最喜爱的高星技能，质量有保障。
refresh-fork
marin-community
Refresh a named Marin external fork pin onto a newer upstream base using its configured descriptor and required end-to-end test.
commit
marin-community
Use only when a change is ready to commit, push, or open or update its pull request; do not activate during implementation.
query-finelog
marin-community
Query Finelog logs and telemetry for Iris tasks, workers, profiles, training, vLLM, and cross-cluster forwarding. Use for schema discovery, SQL, memory or CPU summaries, hub-versus-regional comparisons, counter semantics, and query-performance diagnosis.
triage-canary
marin-community
Triage a failed canary ferry run only when invoked by CI with the required CANARY context.
debug
marin-community
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.
manage-hero-run
marin-community
Launch, resume, monitor, hand off, or seal an explicitly requested production-critical Marin run, normally at least 1e22 FLOPs.
run-ferries
marin-community
Launch, monitor, or seal a Marin canary or daily ferry only when explicitly requested.
run-research
marin-community
Run a coordinated multi-session research program only when explicitly requested; maintain a logbook and durable snapshots.
add-grant
marin-community
Implement a fully specified request for a GCP IAM resource grant or Cloud Run IAP viewer in marin-iac.
review-grant
marin-community
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.
task-logbook
marin-community
Maintain a task logbook only when explicitly requested for durable cross-session notes, reproducible experiments, or a coordinating issue; entries are append-only while summary indices may change.
ab-test-zephyr
marin-community
Run an explicitly requested Zephyr control/treatment benchmark on the same pre-normalized sample and compare Finelog stage metrics.
babysit-zephyr
marin-community
Launch or continuously monitor a specified Zephyr pipeline on Iris only when asked to babysit it; restart only after explicit approval.
add-dataset
marin-community
Register a named Hugging Face dataset for Marin by inspecting its schema and adding the appropriate experiments/datasets module.
add-pallas-kernel
marin-community
Add or change a named Pallas/Mosaic kernel, including its reference implementation, correctness tests, wrapper, or requested tuning.
archive-experiments
marin-community
Archive explicitly named legacy experiment files by publishing a dated tag and canonical issue breadcrumbs.
change-grug
marin-community
Modify or upstream behavior in a named Grug/Grugformer experiment variant.
file-issue
marin-community
File a GitHub issue only when explicitly requested or delegated by another selected workflow; do not create issues merely because a problem was found.
fix-docs
marin-community
De-rot Markdown under lib/iris, lib/zephyr, or lib/fray only when explicitly requested.
fix-issue
marin-community
Implement and land a fix for an explicitly identified marin-community/marin GitHub issue.
organize-experiments
marin-community
Harvest experiment issue reports and curate docs/reports/index.md only when explicitly requested.
profile-training
marin-community
Profile a named JAX, Levanter, or Marin run, or investigate a measured startup, compilation, initialization, or throughput bottleneck.
task-snapshot
marin-community
Create a commit or tag snapshot only when explicitly requested for a milestone, reproducibility checkpoint, handoff, or pinned artifact.
scan-logs
marin-community
Use scripts/logscan.py only when explicitly requested to scan an oversized log or to perform Gemini-backed log analysis.