14 tagged mfu, measured the same way as everything else here.
Browse within: autoresearch 13jax 13knowledge-graph 13machine-learning 13
vlasenkoalexey/tpu_performance_autoresearch_wiki
Skill Claude CodeCodex
Generate a comprehensive retrospective for a (model, lane) pair that maps the explored search space, identifies coverage gaps from the topic taxonomy (model-optimization-index.md) and Pallas kernel catalog, surfaces premature-exhaustion signals (single-axis-probe vs kernel-port imbalance, frontier-stuck duration), and…
vlasenkoalexey/tpu_performance_autoresearch_wiki
Skill Claude CodeCodex
Generate a structured optimization hypothesis for the autoresearch loop. Walks three layers — (1) the generic wiki/model-optimization-index.md for TPU envelope data + topic pointers + cross-model refuted-pattern principles, (2) the generic wiki/model-optimization-blueprint.md for ladder-keyed phase ordering +…
vlasenkoalexey/tpu_performance_autoresearch_wiki
Skill Claude CodeCodex
Start the autoresearch optimization loop for a specific model + lane. Resolves the hierarchical program.md (root → model → lane), asks the user for hardware (local TPU VM or GKE cluster of a specified TPU type + topology), discovers available clusters from .env/, checks occupancy with USERPREFIX-aware attribution…