Kyle

Kyle

@kylestratis.com

📊 Data, AI/ML, and Cloud consultant @ Stratis Data Labs 🚉 VPEng @ stealth 🤓 Startup advisor ✒️ Wrote AI Agents with MCP 🐍 Python ☁️ AWS 🧙‍♂️ Elixir 🐷Ham radio 🇺🇸↔🇬🇷 [Boston // Athens] Mostly tech things here https://sifa.id/p/kylestratis.com

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My physical copy of AI Agents with MCP showed up...it's real! You can order the ebook now, and the print edition should be shipping soon, with pre-orders open. Over 330 pages on the Model Context Protocol, up to date with the July spec rewrite and Python SDK v2. kylestratis.com/books/ai-ag...

Come for the chat about AI Agents with MCP, stay for my awkward Ricky Bobby-esque hand movements.

Caught an earlier flight home, time to mainline college gameday for the entire first leg of my trip

Kyle reposted

Apropos of nothing, if you're considering switching from a recently deprecated browser and want to try Firefox, I just landed `Copy Tab URL` in nightly - it's not bound by default but a quick visit to `about:keyboard` will let you set it, and also take a glance at the other neat shortcuts we have.

Basically my mantra at MCPCon this week. Very hard to get out of my comfort zone and talk to people, hand out bookmarks, go on camera for a livestream, and get as much stuffed animal swag for my kid as I could. Also I wish I read this on Tuesday to have as a mantra in my head.

Being high agency is never enough to guarantee you will get what you want. But it will put you at a substantial advantage compared to most. Be persistent, put yourself out there even when it's hard, shoot your shots, take as much control over your destiny that you can.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Tim says we should play the game of human flourishing. A circulatory economy of value exchange. Open source, open protocols, open memory lead us to this game of freedom and flourishing. Also this makes for a kickass slogan: Open source, open protocols, open memory!

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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The importance of the OSS old heads to building the ideological foundation for the next generation of builders to carry forward and ensure technology remains in the hands of people as something that can empower and enrich us all (and not just economically) can’t be understated.

Tim claims that a lot of the technologies right now being built around current business models and mechanisms won’t survive 2 years because new mechanisms will emerge. Don’t build for today’s world, but imagine “new de facto institutions” that will grow around AI.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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This formed an “architecture of participation” - a small kernel surrounded by cooperating utilities. Anyone can add or modify these parts using a set of rules - a protocol-centric OS. He posits that MCP brings this AoP to AI, pulling against the winner-takes-most design by the frontier AI companies

Again we see the importance and need for open source and open participation as a liberatory mechanism to prevent centralization and monopolization. Different mechanisms unlock waves of technology and then economic mechanisms.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Now Kelly Fang on how @anthropic.com is using MCP inside the org. They have built a Claude directory to show all of the connectors and plugins that work across all Claude tools. Unclear if this is related the MCP server directory or a sister tool.

Clients (including Linear) reporting massive growth in MCP use as well as that of Claude plugins b Building for Claude products is 3 steps (this makes the MCP/plugin/connector delineation slightly more clear for me)

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Governance (identity, registry, policy, and observability) for all agents inside of an enterprise.

This control plane can allow users to swap models, harnesses, and agents across an enterprise while retaining configs, history, etc. He closes with some best practices for using agents in the enterprise.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Now, Rao Surapaneni of Google - moving to how to ensure safety and security as we move towards production agents and an internet of agents. The acceleration of capabilities means that agent sprawl and fragmentation. He’s introducing Gemini’s Agent Compute Engine to provide

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Next up is Dr. Shazam Laddad from AWS on how to verify code correctness. He introduces “universal properties” - specifications that apply to *any* application regardless of implementation. Strongly typed languages have this, eg rust preventing multiple borrows.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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He does point out that we need a wider traceable unit, but I missed that slide. Still, our infrastructure must be decentralized. We are using a centralized tool for decentralized git, we’ve largely lost the advantages of decentralization.

We need infra that is decentralized, independent, and open source. Happy to see that this field still has big believers in the real ethos of OSS - people creating together with no care for national governments, org charts, real names, or affiliation. Inspiring talk.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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accepted without human review. This is bad! But…the SDLC as we know it is dead. It was so focused on making loops intelligible to humans while driving down the size of those loops. But agents are now driving these. So what do we do to make sure our intent travels on the loops with agents?

“Agent session logs are as valuable as code” Although I contend that tools like Deciduous are better. Thomas believes session logs should be committed as git objects. I’m not sure most devs want their full logs exposed, though.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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The real thrust of this talk is how to work effectively across disciplines. Emphasizes that the human is the one that has to “be the agent” to make it happen.

Now @ashtom.bsky.social is up to talk about the future of version control for agents, something I know a lot of people here are interested in and working on. He opens to show us how number of PRs is skyrocketing over time and the size of PRs is 3x what it was 18 months ago, causing more changes

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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A lot of this work is, unlike the popular coverage, about what you’d expect for personalized vaccine development. LLMs seem to have largely been used as personal learning assistants. A very good intro to how modern drug discovery works.

Hard to argue with results. His new venture Gamgee, wants to scale this up eventually to humans.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Already, he is speaking of building ontologies and doing things we’ve done in healthtech and biotech for doing this work - a good thing not covered in any of the popular coverage of what he and his team did. An early idea was “finding the diff” between baseline DNA and cancer cells. Not a new idea,

But he outlines the technologies that converged to allow this to happen: individual sequencing, computational genomics and AI, and mRNA vaccines. He explains that he used AI as a learning partner to learn how these technologies worked and the science behind them.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Now we are hearing from Paul Conyngham, the guy who worked with multiple scientists to develop personalized mRNA cancer vaccines for his dog, and is scaling that to develop computationally designed mRNA cancer vaccines.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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A theme I’ve seen in a few talks about agent-agent communication is that agents can carry requests from its owners but never their authority. Wang proposes a broker in between agents to do this.

This shows an example workflow for task-focused agents coordinating to report a bug, implement a fix, and approve the changes.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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The PyTorch Foundation’s goal is to build models on any chip, any cloud, with any agent. Now Chi Wang formerly of Google DeepMind and now at AG2 to speak about how we can get personal agents to work together.

The “new network” consists of members (people and agents) sharing rooms with their own contexts, with agents able to also work directly together. But agents need accountability and rules to safeguard data.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Jonathan shares some history of model building focus, starting with pretraining, then post-training, and now “on the job” training - retraining models regularly with feedback from agents. This isn’t just about LLMs, but this shows the importance of continual learning. Right now the loops aren’t

truly continual (mostly), but if they were? Workflows would be vastly simplified. Shopify: AI judges on specific tasks that their models do, if they don’t outperform humans or frontier models, retrain on new data.

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

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Next up is Jonathan Bryce, on moving to better systems for AI with a focus on PyTorch. “Loops and feedback need to move all the way back down the stack” We need to move beyond “brute-force” - we still able to wring more capability out of smaller models!

Going to attempt to do more chill coverage right now of the AGNTCon + MCPCon morning keynotes because I’m sleepy, but because it’s dark in here these threads are also my notes for myself (I’m back to doing hand-written notes because LLMs can read my handwriting better than I can)

Lots of awards being given out right now for contributing to the wider community. Congrats to the winners, I couldn’t keep up with them all. A small sampling: Agentic Tokyo, solo.io, arcade.dev, Pydantic (individuals from the latter two for their contributions to OSS here)

Day 1 of AGNTCon + MCPCon in the books. I'm exhausted, but had a blast. From the rapidfire book signing to hanging out with the MCPJam team, great talks (highlight was @aparker.io's) and keynotes, and meeting a ton of people building cool things. Never felt more pumped about the MCP community.