Zero-Human Capital: Who Signs the Checks When There's No CEO?

Research

Agent Fleet Orchestration with Self-Healing Coordination Loops

This paper tackles one of the hardest problems in multi-agent ops: what happens when agents disagree or fail mid-task. The self-healing loop is exactly the kind of resilience layer you need before you let a fleet run without supervision.

Self-Modifying Agent Architectures for Persistent Task Environments

Agents that can rewrite their own instructions mid-mission sound terrifying, but this is exactly how you get fleet-level learning without a human in the loop. The trick is keeping the mutation bounded enough that it doesn't go off the rails.

Tools

AutoGPT Pushes Stability Patches for Long-Running Agent Tasks

Another round of hardening for agents that need to run for hours or days without human babysitting. The boring reliability work is what separates a demo from something you'd actually trust with your treasury.

News

YC Signals Growing Interest in Agent-Native Business Models

YC's continued focus on agent-native startups suggests the accelerator sees autonomous ops as a real category, not a hype cycle. When YC leans in, the funding and talent pipeline follows fast.