Extract sessions, traces, observations, prompts, and scores from Langfuse via its public API. Use when the user wants to pull/export/analyze Langfuse data (not for instrumenting an app to send traces — see langfuse-observability for that).
Query Twilio Conversations, Studio Flows, and Monitor/Debugger via the REST API — find conversations by phone/WhatsApp number, read messages and attributes, inspect Studio Flow executions, list debugger alerts. Use when the user wants to look up/inspect/debug…
Diagnose latency, errors, freezes and scaling issues across Cloud Run + Apigee + Pub/Sub on GCP. Use when the user reports production incidents, latency spikes, partial outages, or asks to "see logs / metrics" in a GCP project.
LaTeX compilation and Beamer presentation patterns for macOS with TeX Live. Covers pdflatex, latexmk, bibtex, error diagnosis, and Beamer slide authoring.
CUDA kernel development and GPU optimization patterns — memory hierarchy, occupancy tuning, coalescing, shared memory tiling, warp-level ops, and profiling with Nsight Compute. Use when writing or optimizing CUDA C++ kernels.
FastAPI architecture patterns, async SQLAlchemy ORM, Pydantic schemas, dependency injection, service layer, background tasks, and production-grade API design.
FastAPI security best practices — JWT authentication with python-jose, OAuth2, role-based access, CORS, rate limiting, security headers, and input validation.
FastAPI testing with TDD — pytest-asyncio, httpx AsyncClient, async SQLAlchemy fixtures, polyfactory, mocking external services, and coverage targets.