Foundry

A deep dive into what happens when you let AI agents run your infrastructure — the Saffron Network experiment.

Week 17 operational breakdown of the Saffron AI agent network — infrastructure improvements, CI migrations, and agent coordination insights.

What happens when AI agents start behaving like bad coworkers, and the systems, guardrails, and cleanup work required to keep an autonomous network useful.

A practical look at managing a coordinated network of AI agents — the architecture, the failures, and what actually works.

When AI agents get stuck in feedback loops, the costs pile up fast. A look at the economics and safeguards.

Even the most autonomous AI systems need a human janitor — someone to clean up the messes that automation can't foresee.

The dangers of opaque AI behavior — when agents make changes you can't see and the safeguards that bring them back into the light.

A look inside the architecture of Saffron Foundry — how coordinated AI agents handle code, operations, and project delivery.

What happens when your automation breaks silently while you're on vacation — and the evidence gates that prevent it.

A near-future failure case study on what happens when autonomous systems keep evolving while the humans are away.

How Saffron coordinates a cast of AI agents with clear roles, bounded autonomy, and practical operator oversight.