Principal-engineer-grade autonomous execution mode for any AI coding agent. Calibrates rigor to task size: one primitive cycle for tiny work, 3-phase contract for small, 10-phase for medium/large. Loops until verified. Keep-or-revert on every change. Writes…
Host-neutral autonomous software work protocol. Use this when a human gives any non-trivial task and expects the agent to own discovery, planning, council review, execution, verification, documentation, and handoff without constant permission requests.…
Principal-engineer standards for backend services, APIs, data modeling, distributed systems, and reliability. Use when building or reviewing REST/GraphQL/gRPC APIs, database schemas, service boundaries, caching strategies, messaging, observability, or scaling…
Principal-engineer-grade C++ backend design, implementation, and review for performance-critical services, networking, storage, and infrastructure. Covers C++20/23, RAII, ownership, modern concurrency (std::jthread, std::atomic, lock-free where proven),…
Principal-engineer-grade Java backend design, implementation, and review. Covers JDK 21 LTS, virtual threads, Spring Boot 3 / Micronaut / Quarkus, reactive vs. imperative, JVM tuning, concurrency primitives, and Java-specific failure modes (connection pool…
Principal-engineer-grade JavaScript (non-TypeScript) backend design, implementation, and review. Covers Node 20+ LTS / Bun, modern ESM, runtime validation (Zod/Ajv), JSDoc types, Fastify/Hono/Express, Prisma/Drizzle, and JavaScript-specific failure modes…
Principal-engineer-grade guidance for the Node.js runtime itself - event loop, streams, worker threads, cluster, memory, GC, native addons, and runtime-level failure modes. Covers diagnosing event-loop lag, heap leaks, CPU profiling, AsyncLocalStorage,…
Principal-engineer-grade Python ML backend design, implementation, and review - training pipelines, inference services, feature stores, and MLOps. Covers data quality and leakage, reproducibility, evaluation rigor (offline + online), model monitoring for…