Punk observes expensive repetition, proves cheaper execution paths against evidence, governs risky actions, and preserves the live model as fallback.
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.
The practical details about Punk, its role, and how it works.
Punk observes expensive repetition, proves cheaper execution paths against evidence, governs risky actions, and preserves the live model as fallback.
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.
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.
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.
Visit punktechnologies.com for the product, documentation, and public proof reports.
Founded by David Hurley