NeatGuyCoding

Agent oversight stack: from static evaluation to trajectory-level observability—evaluation, observability, and supervision for multi-agent systems, with Percival, Lynx, and Glider, and evidence boundaries called out.

Agent-agnostic Java quality guardrails: use AGENTS.md and static analysis to encode standards in the repository.

Agentic AI in the Java Ecosystem: How Three Frameworks Clarify Orchestration Differences Through One Use Case