4 articles in Autonomous Agents.
How to engineer type-safe validation envelopes, schema repair loops, and accidental data loss prevention guardrails for reliable autonomous agent tool calling.
How autonomous agents integrated into CI/CD pipelines use AST fault localization and isolated sandboxes to repair failing builds before human developers get alerted.
Why static Pass@K metrics fail to predict real-world software engineering performance, and how hermetic containerized regression testing transforms agent reliability.
An architectural deep-dive into orchestrating production-grade autonomous agent clusters using MCP streamable transports, dynamic discovery, and decentralized context management.