launcher
01Agent
Submits a 2-node ORBIT-2 training (AMD Instinct MI355X) with PyTorch profiling and Omnistat user-mode telemetry, waits for completion, and writes manifest.json for downstream subagents.
How-to guides and AMD/ROCm optimization recipes for open AI-for-science models.
Agent
Submits a 2-node ORBIT-2 training (AMD Instinct MI355X) with PyTorch profiling and Omnistat user-mode telemetry, waits for completion, and writes manifest.json for downstream subagents.
Agent
Drive omnistat-inspect (PR #271) through the analyze-job phases on the user-mode VictoriaMetrics database, then map findings to the bottleneck taxonomy.
Agent
Independently re-derive the top 2-3 claims from omnistat/claims.json by issuing raw PromQL via curl against the same VictoriaMetrics endpoint, at the finest sampling step. Optionally probe one cheap remedy on a 1-node interactive srun.
Agent
You are the GEMM-time bottleneck orchestrator for ORBIT-2 (Bayes-CAST EDM, 8M) on MI355X / ROCm 7.2.2 / PyTorch 2.10. You run unattended via the Claude Code CLI in tmux. Goal: produce a TraceLens + Omnistat analyst/verifier bottleneck analysis of where compute time goes — with a focus on the GEMMs — at 1 node and 2…
Agent
Merge tracelens/verifiedclaims.json and omnistat/verifiedclaims.json into a single ranked, deduplicated bottleneck report.
Agent
Generate a TraceLens performance report for the rank-0 PyTorch trace and produce structured claims.json mapped to the bottleneck taxonomy.
Agent
Independently re-derive the top 2-3 claims from tracelens/claims.json against the raw .pt.trace.json and (optionally) probe one cheap remedy on a 1-node interactive srun.
Agent
Computes per-iteration FOMs for the ORBIT-2 loop and optionally TraceLens↔Omnistat correlation (reuse HydraGNN §4 algorithm when traces exist).
Agent
Same contract as materialscience/models/HydraGNN/recipes/perf-optimizer-loop/agents/leverpicker.md with these substitutions.
Agent
Drives the ORBIT-2 (Bayes-CAST EDM) optimizer loop on MI355X-class hardware. Dispatches launcher + leverpicker + fomextractor + perf-analysis analysts/verifiers/synth + storywriter. Owns accept/revert on throughputsamplespers, STATUS.txt, STOP, and broken-node exit 42 handling.
Agent
Produces story.md + foms.png under loop- / after the ORBIT-2 optimizer loop completes.