ProductsOfficial

CopilotKit CLiF connects interface actions to an agent-learning loop

CLiF enters early access, combining AG-UI agent traces and product actions into proposed skills, evaluations and training data.

Why it matters

Interface corrections and interaction choices can become traceable improvement evidence.

A closer look

Agent-trajectory learning already proposes reviewable SKILL.md files. Product-action trajectories remain early access; self-hosting and exports are advertised.

Who this is for

Generative-UI platforms, agent-evaluation and enterprise governance teams

Original sources

Revisions & corrections (1)

— Read original dated release/announcement/paper; matched existing events and supplementary sources with no duplicate. Preserved availability and evaluation limits; excluded unverified vendor impact claims and headline performance comparisons.

Related events

Products

OpenDuet combines proactive attention, persistent tasks and action approval in an open-source AG‑UI workspace

On October 27, CopilotKit released OpenDuet, a self-hostable single-owner proactive-agent template that connects any compatible agent through AG‑UI. Across web, mobile, Slack and Teams, it triages what needs attention, prepares a morning brief, continues background work, and presents an action for approval before sending, paying, signing or deleting.