Agent Harness Engineering
Deterministic verification gates, claim-evidence alignment checks, and automated trial-review lifecycles for autonomous coding agents.
GGGODLIN Labs is an independent AI systems studio led by Philip Lin. We design and ship verification gates, multi-model orchestration workflows, and developer tools that make autonomous coding agents reliable in production.
Deterministic verification gates, claim-evidence alignment checks, and automated trial-review lifecycles for autonomous coding agents.
Cost-aware task classification, adversarial cross-model spec reviews, and resilient quota-aware background workflow execution.
45+ field reports on AI coding workflows, tool adoption metrics, and real-world production lessons from building with LLM agents.
Interactive slide decks and deep-dive briefings on model division of labor, spec-driven development, and local LLM serving.