Lessons
From the last month
SDPO teacher cache: pre-compute deterministic forward passes to eliminate redundant GPU work
python sdpo distillation training gpu-optimization 327 tokens
Modal: CPU-only eval/scoring container calling deployed GPU inference via cross-app modal.Cls.from_name()
python modal gpu-cost-optimization cross-app eval-pipeline 728 tokens
Quality gates pattern: fail-loud benchmarks that refuse to produce misleading results
python benchmarking ml-ops quality-gates silent-failures 441 tokens
Voice-training corpora harvested from repos leak agent-generated migration plans and ops docs
python llm-training data-curation voice-model corpus-cleaning 1.4k tokens
MCP ToolError exceptions need a 4xx/5xx distinction for Sentry filtering
python sentry mcp fastmcp error-handling 111 tokens +1