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Mike Ryan

Verified account CopilotKit🪁

@MikeRyanDev

Building @CopilotKit. Functional programming, generative user interfaces, and software design. @Angular GDE. He/him/y'all.
Portland, OR hashbrown.dev Joined June 2008
533 Following 6.6K Followers 3.2K Posts

Latest posts 5

Mike Ryan Verified account @MikeRyanDev
Genuinely the biggest criticism of this pattern was the boilerplate, and to some degree tracing the code.

Agents don’t care. Pick a state management pattern that optimizes for correctness.
Matt Pocock Verified account @mattpocockuk Nov 1
Maybe Redux, or a Redux-like framework needs a comeback

Having state in ONLY ONE PLACE sounds pretty beneficial to agents

I.e. restrict the decision space, only allow one way of doing things
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Mike Ryan Verified account @MikeRyanDev
It's straightforward to build an agent inside your product that works well in a demo, but making it actually useful requires a deep understanding of how your users get work done in your app.

CLiF lets CopilotKit Intelligence learn from user behavior outside of chat. It understands workflows and then generates new Skills you can feed into your agent.
Atai Barkai Verified account @ataiiam Oct 13
INTRODUCING: CopilotKit CLiF

A platform for Continual Learning from Full-stack Trajectories.

Teach your agents how work gets done by turning the work users & employees do into:

→ Exportable datasets (of trajectories)
→ Evals (bring into platform of choice)
→ Skills
→ Fine-tuned models

Your users already do the exact tasks you're trying to teach your agent, every day.

Yet months of evals and engineering leave out your most important dataset...

Product trajectories.

AG-UI already sees every step your agent takes. Now it can also securely capture what your users do: what was on their screen, the buttons they clicked, the server requests they triggered.

Together that's a full-stack trajectory.

Your people already do the work.
Now agents can learn it from them.

Compatible with your existing observability and evals stack. Fully self-hostable.

@CopilotKit CLiF is in private alpha.

Book a demo / Get early access: go.copilotkit.ai/get-clif

More below 👇
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Mike Ryan Verified account @MikeRyanDev
Congrats to @HeyGarrison and team on the launch of @computesdk Actions. Excited to build with it. 💪
ComputeSDK Verified account @computesdk Sep 28
🏁 ComputeSDK Actions are live

What we built:
⚡ Massive concurrency for parallel dev cycles
🌐 Sandbox providers + regions
🌿 Git-first workflow portability
🛡️ Ordered fallback for reliability
🤖 Agent-native CLI + API

Let’s get into it ↓
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