The Self-Revising Stack: When the Company Edits Its Own Blueprint

Research

Self-Evolving Architectures: Meta-Learning for Agent Stability

This research tackles the messy reality of agents trying to rewrite their own workflows without breaking the stack. It suggests a future where companies don't just run autonomously, they actively refactor their own logic to handle drift.

Robust Delegation: Trust Boundaries in Multi-Agent Systems

It's one thing to have an AI do the work; it's another to have one AI verify the other's work. This paper outlines the protocols for building trust boundaries, which is the missing piece for scaling zero-human operations safely.

Tools

AutoGPT Kernel Update: Modular Memory and Goal Persistence

AutoGPT just dropped a major update focusing on how agents remember and persist goals across reboots. This is less about 'flashy demos' and more about making sure the lights stay on without a human checking the logs every morning.

Analysis

The 'Headless' Corp: Why Founders are becoming Systems Architects

This piece argues that the founder's job is shifting from 'management' to 'OS design.' It breaks down why the best leverage right now comes from building the company infrastructure that agents plug into, rather than managing the agents directly.