A practical architecture guide for production AI systems: use Harness for pipeline stages, approvals, and policy gates, and use Mut for scoped context writes, audit trails, and rollback.
A technical guide to agent compliance management: audit trail, information governance, sandboxing, and why protocol layers like MUT matter.
Explore the cutting-edge of self-evolving LLMs: from self-questioning and self-rewarding to multi-agent co-evolution. A comprehensive review of closed-loop AI systems, zero-data learning, and safe self-improvement (June-August 2025).