Post-run output auditor for experiments. Dispatched by harvest-and-report command. Reads the Red Team Brief's validation criteria and a sample of raw outputs. Checks for data quality issues, degenerate outputs, and reward hacking. Returns CLEAN/ANOMALIESFOUND with specific examples.
Adversarial pre-flight reviewer for experiments. Dispatched by experiment-preflight command. Reads the Red Team Brief, experiment.yaml, code, and dry-run output. Finds reasons the run will waste compute. Returns PASS/FAIL with specific findings. Must NOT receive design conversation history — only files. No sunk cost…
Create or update a benchmark/dataset/task reference file. Use when adding a new benchmark, correcting evaluation details, or enriching an existing entry with new information.
Find the best compute option for a job across all configured clusters. Reads .raca/clusters.yaml, checks queue status, estimates cost, and presents a ranked comparison.
Post-run harvest: download results, validate, upload to HF, sync dashboard, alert user. Run when artifacts are produced — don't wait for job completion.
Maintains knowledge about the RACA visualization website. Answers questions about what visualizations are currently supported, how to check if artifacts can be displayed, and how to add new visualizer tabs. Also handles code edits to the frontend/backend when a new visualization type is needed. Run this skill when the…
Activated when users discuss experiments — designing, running, reviewing, or managing them. Handles folder creation, dashboard sync, state tracking, and lifecycle enforcement. Users may enter at any stage. Meet them where they are, but ensure red-teaming and validation happen before compute runs.
Core job execution skill. Takes an experiment design or canary specification and handles the full job lifecycle: write sbatch script, submit, monitor, handle artifacts, resume on failure, and report results. Run this skill when the user says "run this job", "submit the experiment", "launch the canary", or "run on ".
Walk the user through connecting a new compute cluster (SLURM, RunPod, or local GPU) to RACA. Writes config to .raca/clusters.yaml and verifies connectivity. Run this skill when the user says "add a cluster", "set up a cluster", "connect to HPC", or "configure RunPod".
Walk the user through setting up RunPod as a compute provider for RACA. Covers account creation, API key, GPU selection, pricing, pod vs serverless, known issues, and writing the RunPod entry in .raca/clusters.yaml. Run this skill when the user says "set up RunPod", "add RunPod", "configure RunPod", or "I want to use…