Auto Research

Run iterative NeMo-RL experiments in this repository against the user's stated objective, such as accuracy, reward, throughput, latency, stability, or another recipe-specific metric, with git as the research ledger.

Treat dependencies as ready, but choose the runtime deliberately. Use the recipe's authoritative metric as the source of truth. Keep changes small, reproducible, and simple. Preserve unrelated user work.

Safety: This skill creates git branches, writes files to disk, and executes shell commands including training jobs that may consume GPU resources. Always confirm the campaign plan with the user before creating branches or launching jobs. Do not execute destructive git operations (reset, force-push) or launch compute-intensive jobs without explicit user approval.

Use the session-memory skill for every auto-research campaign. Start or resume a session record before branching, then checkpoint after forming the plan, before and after meaningful edits or long-running launches, when the user changes direction, and before handoff or final summary.

After context compaction, handoff, disconnect, or a long gap, reload this skill and any companion skills already in use, read the latest session-memory handoff, and restate the overall objective, stop rules, current branch, and latest result before continuing. Treat follow-up steering as additive unless the user explicitly changes the main objective.

Workflow