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Last month, I completed my Postgraduate Diploma in AI and Machine Learning at the Asian Institute of Management. 🎓 @aim_edu
But here's the part I sat with before posting:
I enrolled as a Director of Product Management.
I graduated as a Staff Applied AI Engineer.
When I started, I just wanted to understand how AI models actually work under the hood, instead of treating them as a black box I built products around.
And there's a funny irony in that.
When I enrolled, Sonnet 4 was the frontier.
By the time I graduated, we were on Fable and Mythos.
The field jumped a full generation and more while I was studying it.
But that's exactly why the internals mattered more than any single model.
Learn how the engine works, and you stop panicking every time they ship a faster car. I walked into rooms with engineers as a "product person who gets AI" quietly wondering if I belonged.
Building Daily and Understanding what's actually happening inside these models is what closed that gap. Not the credential. The comprehension.
And the compounding was real.
My confidence changed.
My income changed.
I started building ChalkAgents.com,
I joined @CopilotKit as a Staff Applied AI Engineer.
None of that is a straight line from a diploma, but it's where I stopped doubting I could do the work, and started just doing it.
To anyone stuck between "I understand the product" and "I can engineer the product":
Close the gap on purpose.
It changes more than your résumé.
On to what's next. 🚀
This was such a fun overnight build tinkering with Duet's states and mascot 👇
🎉 Introducing OpenDuet
Self-hostable, proactive AI agents that you own and works with ANY agent harness.
Includes:
- Build, generate, and edit live assets
- Human-in-the-loop approvals
- Computer use
- Mobile, Web, and Channels
Repo → github.com/CopilotKit/OpenDu…
Powered by @CopilotKit and AG-UI.
Clone this template and customize it however you want. Enterprise-ready.
Jerel Velarde retweeted
🎉 Introducing OpenDuet
Self-hostable, proactive AI agents that you own and works with ANY agent harness.
Includes:
- Build, generate, and edit live assets
- Human-in-the-loop approvals
- Computer use
- Mobile, Web, and Channels
Repo → github.com/CopilotKit/OpenDu…
Powered by @CopilotKit and AG-UI.
Clone this template and customize it however you want. Enterprise-ready.
Jerel Velarde retweeted
if you have a qwen3.5 4b around, please try steering neurons L14 N8949 +1 and L13 N7956 -1
now you have evil qwen
recipe: dose × median(‖resid‖ leaving layer L, tokens 1:) / ‖W_down[:, n]‖` at the down_proj at every input
Why did Codex Astra suddenly become dumb?
I was so good when it launched, made me switch from codex to claude, then Demo day came and it feels like it just got fucked up.
Jerel Velarde retweeted
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 👇
2025:
everyone build MCP we need to give frontier labs our app
2026:
fuck that gate the MCP let's build our own agents
Jerel Velarde retweeted
It's OOO today.
What happens stay in san francisco, just like Neo Chat.
@Techweek_
Jerel Velarde retweeted
Introducing 𝙾𝚙𝚎𝚗 𝙸𝚗𝚝𝚎𝚕𝚕𝚒𝚐𝚎𝚗𝚝 𝚄𝙸
A template for bringing interactive, generative UI to your own product. Works with ANY agent.
Supports:
→ Your design system
→ Your components
→ Your real data and actions
Repo: github.com/CopilotKit/OpenIn…
Available on Web, Mobile, and Slack.
Powered by @CopilotKit and AG-UI.
Open Source Everything 🔥
Introducing 𝙾𝚙𝚎𝚗 𝙸𝚗𝚝𝚎𝚕𝚕𝚒𝚐𝚎𝚗𝚝 𝚄𝙸
A template for bringing interactive, generative UI to your own product. Works with ANY agent.
Supports:
→ Your design system
→ Your components
→ Your real data and actions
Repo: github.com/CopilotKit/OpenIn…
Available on Web, Mobile, and Slack.
Powered by @CopilotKit and AG-UI.
93 PRs merged in 2 days 🚀
62 in OpenMuse. 31 in OpenDots.
Huge thanks to everyone contributing fixes, features, and feedback. Every PR gets reviewed, and your contributions keep making these projects better. 🧡
Slop doesn’t care about the details
Perfectionism never launches
Which side are you on?
🤖 Made with AI
Ship it & Sip it was WILD!
We had to turn people away because the venue was full
About 80 people coming up the elevator in groups of 5 was a uniquely SF Tech week thing 😂
Ship it & Sip it: Software Factories
We're hosting an event at SF @techweek_!
📅 Mon Oct 5, 6–8pm
📍 Corgi Cafe
🎤 Speaker demos + 5-min community demos (no pitches)
🥤 Smoothies + boba
Limited spots! RSVP 👇 partiful.com/e/S5ThC304GGCK5…
Jerel Velarde retweeted
ChatGPT just rolled out Intelligent UI.
Interactive answers on the spot 👀
You can already do this in your own product.
We open-sourced it months ago.
OpenGenerativeUI by @CopilotKit:
- Algorithm visualizations
- Charts and diagrams
- Interactive widgets
Clone it yourself 👇
Jerel Velarde retweeted
🎉 Introducing 𝙾𝚙𝚎𝚗𝙳𝚘𝚝𝚜
Self-hostable, always-on AI coworkers that works with ANY agent harness.
Includes:
- Computer use: browser, terminal & files
- Bring agents to Slack, Teams etc
- Spaces and Pages for projects
- Voice calls
- Web and Mobile
Repo → github.com/CopilotKit/OpenDo…
Powered by @CopilotKit and AG-UI.
Clone this template and customize it however you want. Enterprise-ready.
What about the Pro 500? Can we please do better at communicating AI Capacity? This is just absurd trust me bro numbers.
I’ll explain the new Pro 200 plan differently, before I start live tweeting from DevDay on things that are going out!
Today we are going to ship a number of things that increase what you can do across the Plus and Pro plans. A lot of compute is online for this increase. As we increase the floor, we are changing the relative difference between plans to be
Plus = 1X
Pro 100 = 5X
Pro 200 = 10X
and we are reopening subscriptions for Pro 200 (we had paused it). If you have an existing plan you will keep the 20X multiplier for a bit and also receive a lot of additional credits because we know changes are hard even if it means that everyone will get more in the end.
Jerel Velarde retweeted
Team at @CopilotKit killing it 🔥
1M VIEWS 🎉🎉🎉
🎉 Introducing 𝙾𝚙𝚎𝚗𝙼𝚞𝚜𝚎
An open source, self-hostable personal assistant that works with any agent harness.
Includes:
- Computer use: browser, terminal & files
- Connectors for your personal apps
- Ideas, goals & progress tracking
- Built for Mobile and Web
Repo → github.com/CopilotKit/OpenMu…
Powered by @CopilotKit and AG-UI.
Clone this template and customize it however you want.
This might be my fastest growing release to date ever 🔥
🎉 Introducing 𝙾𝚙𝚎𝚗𝙼𝚞𝚜𝚎
An open source, self-hostable personal assistant that works with any agent harness.
Includes:
- Computer use: browser, terminal & files
- Connectors for your personal apps
- Ideas, goals & progress tracking
- Built for Mobile and Web
Repo → github.com/CopilotKit/OpenMu…
Powered by @CopilotKit and AG-UI.
Clone this template and customize it however you want.



















