Punk
Proof-first adaptive runtime for production AI agents. Learns from repeated work, verifies cheaper execution paths, governs risky actions, and explains every route decision.
Punk sits between production agents and model or tool providers. It can begin observe-only, test reusable paths against historical and fresh traffic, enforce identity-aware policy, suppress side effects during evaluation, and preserve live-model fallback when an optimization is ineligible or fails.
Frequently asked questions
The practical details about Punk, its role, and how it works.
What is Punk?
Punk is a proof-first adaptive runtime for production AI agents. It observes repeated work, tests cheaper execution paths against evidence, and keeps the live model available as fallback.
What problem does Punk solve?
Production agents repeatedly pay full model cost for work that may be safely reused or handled by a cheaper path. Punk identifies that repetition and evaluates alternatives before they are allowed to serve live traffic.
How does Punk reduce risk?
Punk can begin in observe-only mode, compare candidate paths with historical and fresh-traffic evidence, enforce identity-aware policy, suppress side effects during evaluation, and fall back to the live model when an optimization is ineligible or fails.
How does Punk relate to Pantasso and Plasmate?
Punk is the runtime layer that learns and routes. Pantasso supplies governed company context, while Plasmate supplies structured web context for agents. Together they cover runtime, company data, and the web.
Where can I learn more about Punk?
Visit punktechnologies.com for the product, documentation, and public proof reports.
Founded by David Hurley