Ambiance: An Event-Driven Unix Harness for LLM Agents
Ambiance is a Unix-inspired LLM harness that uses a virtual file system and an event-driven kernel to create a transparent, efficient environment for autonomous agents.
The practice of designing structured environments, constraints, and closed-loop verification systems that enable AI agents to complete complex, long-running tasks reliably and autonomously.
Ambiance is a Unix-inspired LLM harness that uses a virtual file system and an event-driven kernel to create a transparent, efficient environment for autonomous agents.

Software development is evolving into a system of autonomous AI loops, trading human comprehension for machine-driven speed and necessity.

Software engineering is evolving from a manual craft of writing code into a system of 'harness engineering' where humans design the environments and constraints for AI agents to execute development.
Harness engineering provides the structural framework and constraints necessary to turn AI models into reliable, autonomous coding agents.