Tag
Discusses the operational challenges of deploying AI agents at scale, drawing a parallel to how Kubernetes solved container orchestration. Suggests the agent ecosystem needs a similar infrastructure breakthrough.
Introduces Autogenesis Protocol (AGP), a self-evolving agent protocol that decouples components from their evolution, enabling lifecycle management, version tracking, and safe rollback for prompts, agents, tools, environments, and memory in LLM-based multi-agent systems.
SkillsVote is a governance framework for long-horizon LLM agents that manages reusable skills through structured collection, recommendation, and evolution, improving performance on Terminal-Bench 2.0 and SWE-Bench Pro without model updates.