Keep your agent stack
Built on the open AG-UI protocol, from the team that created it.
Teach your agents how work gets done.
Turn the work your users do into the skills your agents need. Learn from real workflows. Evaluate on real tasks.
Book a 25-minute demo
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Right now, your users or employees are doing by hand the exact tasks you're trying to teach your agent.
- Opened ticket #4821
- Checked the plan
- Found the duplicate charge
- Issued an account credit
- Resolved
Today we're launching CLiF: Continual Learning from full-stack trajectories.
SkillResolve a duplicate charge
Learning from trial and error without verification doesn't work.
- Checked the plan
- Found the duplicate charge
- Issued a credit, not a refund
But your users already know how. What if they could teach your agents?
See Continual Learning (CLiF) in action.
Built on AG-UI, the open protocol between agents and the people using them.
AG-UI carries what your agent does. Continual Learning adds what your users do, in the same open stream, from the team that created it.
- Microsoft
- Amazon
- Anthropic
- LangChain
- Mastra
- Web app
- Mobile
- Slack
- Teams
- Microsoft
- Amazon
- Anthropic
- LangChain
- Mastra
- Web app
- Mobile
- Slack
- Teams
Works with your stack
Supported by the major agent stacks, so you keep the one you have.
Both sides of every task
Agent events and user actions land in one full-stack trajectory.
Open, so it stays yours
Trajectories stay in an open format you can export to your own tools.
Your agent's events and your users' actions, in one trajectory.
Agent Trajectory
Product Trajectory
Agent called the billing toolAgent repliedOpened ticket #4821Issued an account creditFull-Stack Trajectory
CLiF reads the whole trajectory, including the rule nobody wrote down, and turns it into a skill.
Full-Stack Trajectory
From production traffic, or from flows your PMs record.
Opened ticket #4821Agent called the billing toolIssued an account creditAgent replied
CopilotKit Intelligence
Skills
Works with any agent or MCP server
Evals
Real tasks, from real usage
Export
Fully hackable, in the tools you use
Fine-tuning
A custom model tuned on your trajectories
Improve the agents you already have.
Learn the whole workflow
Capture the paths your users take to get the job done.
Run in your infrastructure
Self-host CopilotKit Intelligence in your own VPC or on-premises.
Take your data with you
Export trajectories and production-based evals to your own tools.
You and your users already know how to do the work. Now your agents can learn it from them.
Turn the work your users do into skills.
Product trajectories are in early access. Skill creation and Intelligence self-hosting are available today.
Book a 25-minute demo
Times in
