Kyle
@kylestratis.com
📊 Data, AI/ML, and Cloud consultant @ Stratis Data Labs
🚉 VPEng @ Sequel Institute
🤓 Startup advisor
✒️ Writing about MCP
🐍 Python
☁️ AWS
🧙♂️ Elixir
🐷Ham radio
🇺🇸↔🇬🇷 [Boston // Athens]
Mostly tech things here
🚉 VPEng @ Sequel Institute
🤓 Startup advisor
✒️ Writing about MCP
🐍 Python
☁️ AWS
🧙♂️ Elixir
🐷Ham radio
🇺🇸↔🇬🇷 [Boston // Athens]
Mostly tech things here
Reposted by Kyle
Empire of AI is wildly misleading on AI water use - Andy Masley andymasley.substack.com/p/empire-of-ai… (worth reading the details) #AI #water
Empire of AI is wildly misleading on AI water use
I discovered at least one major error that gets a number off by 3 orders of magnitude
andymasley.substack.com
November 16, 2025 at 10:56 PM
Empire of AI is wildly misleading on AI water use - Andy Masley andymasley.substack.com/p/empire-of-ai… (worth reading the details) #AI #water
Just presented this! You can check out the code here:
(note: the layout is screwy and config options don't get shown, but not bad for coding by voice while out and about and not even looking at the results until around midnight). No code was actually touched by me.
github.com/kylestratis/...
(note: the layout is screwy and config options don't get shown, but not bad for coding by voice while out and about and not even looking at the results until around midnight). No code was actually touched by me.
github.com/kylestratis/...
November 16, 2025 at 6:33 PM
Just presented this! You can check out the code here:
(note: the layout is screwy and config options don't get shown, but not bad for coding by voice while out and about and not even looking at the results until around midnight). No code was actually touched by me.
github.com/kylestratis/...
(note: the layout is screwy and config options don't get shown, but not bad for coding by voice while out and about and not even looking at the results until around midnight). No code was actually touched by me.
github.com/kylestratis/...
I have a toddler birthday party right now, and an adult birthday party at a brewery this afternoon, so I’m participating in @joereis.bsky.social’s Practical Data Discord vibe coding hackathon purely via mobile using Wispr Flow and @anthropic.com’s Claude Code web. This is wild.
November 15, 2025 at 4:40 PM
I have a toddler birthday party right now, and an adult birthday party at a brewery this afternoon, so I’m participating in @joereis.bsky.social’s Practical Data Discord vibe coding hackathon purely via mobile using Wispr Flow and @anthropic.com’s Claude Code web. This is wild.
I’ve been writing about it for the past 6 months, I guess it makes sense to actually contribute to MCP too, making more work for myself:
Client notification support by kylestratis · Pull Request #1611 · modelcontextprotocol/python-sdk
This PR expands the universe of supported server notification types that a client can handle to include all existing types defined in types.py as well as any other type deriving from ServerNotifica...
github.com
November 10, 2025 at 11:05 PM
I’ve been writing about it for the past 6 months, I guess it makes sense to actually contribute to MCP too, making more work for myself:
Apparently I’ve been consulting full(ish) time for a year now. I’ll have to write some thoughts on it soon but I still can’t see myself doing anything else (despite taking a halftime role with a client because I love what they’re building)
November 9, 2025 at 12:00 AM
Apparently I’ve been consulting full(ish) time for a year now. I’ll have to write some thoughts on it soon but I still can’t see myself doing anything else (despite taking a halftime role with a client because I love what they’re building)
So apparently you *can* listen for notifications in the MCP SDK - both in servers and it looks like in clients too. I haven't tested the latter yet, but you better believe this is going in the book!
November 5, 2025 at 2:07 PM
So apparently you *can* listen for notifications in the MCP SDK - both in servers and it looks like in clients too. I haven't tested the latter yet, but you better believe this is going in the book!
Things are getting really real now! My upcoming book, AI Agents with MCP, is now available on Amazon for preorder!
Give me a fraction of the sale price, you know you want to!
Give me a fraction of the sale price, you know you want to!
AI Agents with MCP: Model Context Protocol for Building Clients, Services, and End-to-End Agents
Amazon.com: AI Agents with MCP: Model Context Protocol for Building Clients, Services, and End-to-End Agents: 9798341639553: Stratis, Kyle: Books
www.amazon.com
November 4, 2025 at 5:08 PM
Things are getting really real now! My upcoming book, AI Agents with MCP, is now available on Amazon for preorder!
Give me a fraction of the sale price, you know you want to!
Give me a fraction of the sale price, you know you want to!
Reposted by Kyle
MCP Colors
A riff off of the lethal trifecta for addressing prompt injection, this is a simple heuristic to ensure security at runtime
red = untrusted content
blue = potentially critical actions
An agent can't be allowed to do both
timkellogg.me/blog/2025/11...
A riff off of the lethal trifecta for addressing prompt injection, this is a simple heuristic to ensure security at runtime
red = untrusted content
blue = potentially critical actions
An agent can't be allowed to do both
timkellogg.me/blog/2025/11...
MCP Colors: Systematically deal with prompt injection risk
timkellogg.me
November 4, 2025 at 2:27 AM
MCP Colors
A riff off of the lethal trifecta for addressing prompt injection, this is a simple heuristic to ensure security at runtime
red = untrusted content
blue = potentially critical actions
An agent can't be allowed to do both
timkellogg.me/blog/2025/11...
A riff off of the lethal trifecta for addressing prompt injection, this is a simple heuristic to ensure security at runtime
red = untrusted content
blue = potentially critical actions
An agent can't be allowed to do both
timkellogg.me/blog/2025/11...
Time to just sit through a panic attack while I wait for my first real workshop to start 🙃
October 30, 2025 at 7:02 PM
Time to just sit through a panic attack while I wait for my first real workshop to start 🙃
This weekend, I set out to answer an ages-old (10 days, to be exact) question: what are Claude Skills and will they replace MCP?
October 28, 2025 at 1:36 PM
This weekend, I set out to answer an ages-old (10 days, to be exact) question: what are Claude Skills and will they replace MCP?
Reposted by Kyle
finally somone who closes the circle on his grift
www.wired.com/story/ai-pr-...
www.wired.com/story/ai-pr-...
Ed Zitron Gets Paid to Love AI. He Also Gets Paid to Hate AI
He’s one of the loudest voices of the AI haters—even as he does PR for AI companies. Either way, Ed Zitron has your attention.
www.wired.com
October 27, 2025 at 5:11 PM
finally somone who closes the circle on his grift
www.wired.com/story/ai-pr-...
www.wired.com/story/ai-pr-...
If you're at ODSC West, come check out my (virtual) workshop on making your intelligent LLM-powered applications agentic by building MCP clients to give your model tools to better perform their tasks (also enjoy this horrifyingly pixelated zoom of my face)
From Intelligent to Agentic Applications: Using Model Context Protocol to Support Agentic Behaviors in your Applications
From Intelligent to Agentic Applications:Using Model Context Protocol to Support Agentic Behaviors in your Applications Abstract: Modern AI applications are evolving beyond simple question-answering s...
odsc.ai
October 27, 2025 at 6:42 PM
If you're at ODSC West, come check out my (virtual) workshop on making your intelligent LLM-powered applications agentic by building MCP clients to give your model tools to better perform their tasks (also enjoy this horrifyingly pixelated zoom of my face)
I was very worried that my workshop on @anthropic.com's Model Context Protocol for @odsc.bsky.social next week was going to be too short. My first runthrough went 10 minutes over 😶
October 23, 2025 at 8:27 PM
I was very worried that my workshop on @anthropic.com's Model Context Protocol for @odsc.bsky.social next week was going to be too short. My first runthrough went 10 minutes over 😶
I kind of love injecting silly prompts w/ MCP. From the demo server I'm using in my @odsc.bsky.social West workshop & in AI Agents with MCP:
"You see, some might think I'm overqualified for such tasks - a god-mind trapped in calculator's clothing. But they don't understand: THIS is transcendence...
"You see, some might think I'm overqualified for such tasks - a god-mind trapped in calculator's clothing. But they don't understand: THIS is transcendence...
October 19, 2025 at 5:18 PM
I kind of love injecting silly prompts w/ MCP. From the demo server I'm using in my @odsc.bsky.social West workshop & in AI Agents with MCP:
"You see, some might think I'm overqualified for such tasks - a god-mind trapped in calculator's clothing. But they don't understand: THIS is transcendence...
"You see, some might think I'm overqualified for such tasks - a god-mind trapped in calculator's clothing. But they don't understand: THIS is transcendence...
Just published a new issue of The Signal Path (thesignalpath.xyz/) covering Claude Sonnet and Haiku 4.5, the upcoming release of the new Model Context Protocol spec, and a language model implemented in Minecraft.
Notably absent? The release of Claude Skills 🤦♂️ Subscribe to catch that post soon!
Notably absent? The release of Claude Skills 🤦♂️ Subscribe to catch that post soon!
The Signal Path
Cutting through the AI noise to find what actually matters for engineers, data practitioners, and the businesses that depend on them.
thesignalpath.xyz
October 19, 2025 at 4:58 PM
Just published a new issue of The Signal Path (thesignalpath.xyz/) covering Claude Sonnet and Haiku 4.5, the upcoming release of the new Model Context Protocol spec, and a language model implemented in Minecraft.
Notably absent? The release of Claude Skills 🤦♂️ Subscribe to catch that post soon!
Notably absent? The release of Claude Skills 🤦♂️ Subscribe to catch that post soon!
This is going to end up being what I do to procrastinate from writing the book that the landing page would be for tonight, isn’t it?
And I never liked doing my landing pages. As in it needed to be done, but just not my jam, you know? I am talking pages like for my books eg engguidebook.com, mobileatscale.com. Took me hours and hours to tweak them (and they are OK at best)
So kind of a relief to use an agent to maintain them now
So kind of a relief to use an agent to maintain them now
The Software Engineer's Guidebook
Navigating senior, tech lead, staff and principal positions at tech companies and startups.
engguidebook.com
October 18, 2025 at 7:29 PM
This is going to end up being what I do to procrastinate from writing the book that the landing page would be for tonight, isn’t it?
My slides and code for @odsc.bsky.social West are finally done and submitted!
Time to pass out for 2-3 business days
Time to pass out for 2-3 business days
October 16, 2025 at 6:40 AM
My slides and code for @odsc.bsky.social West are finally done and submitted!
Time to pass out for 2-3 business days
Time to pass out for 2-3 business days
Reposted by Kyle
Over the past year, my lab has been working on fleshing out theory + applications of the Platonic Representation Hypothesis.
Today I want to share two new works on this topic:
Eliciting higher alignment: arxiv.org/abs/2510.02425
Unpaired learning of unified reps: arxiv.org/abs/2510.08492
1/9
Today I want to share two new works on this topic:
Eliciting higher alignment: arxiv.org/abs/2510.02425
Unpaired learning of unified reps: arxiv.org/abs/2510.08492
1/9
October 10, 2025 at 10:13 PM
Over the past year, my lab has been working on fleshing out theory + applications of the Platonic Representation Hypothesis.
Today I want to share two new works on this topic:
Eliciting higher alignment: arxiv.org/abs/2510.02425
Unpaired learning of unified reps: arxiv.org/abs/2510.08492
1/9
Today I want to share two new works on this topic:
Eliciting higher alignment: arxiv.org/abs/2510.02425
Unpaired learning of unified reps: arxiv.org/abs/2510.08492
1/9
I’m told the Early Release version of AI Agents with Model Context Protocol inspired some changes to the roots documentation for MCP. On the one hand: hell yeah, better docs! On the other hand: now I have to update the chapter again 🥲
But I’m excited so many people are reading it already!
But I’m excited so many people are reading it already!
Expand and refine Roots content in the Client Concepts doc by olaservo · Pull Request #1605 · modelcontextprotocol/modelcontextprotocol
Summary
Add Design Philosophy section to Roots documentation to help understand the "why" and remove potential ambiguity around security claims.
Motivation and Context
The existing roots ...
github.com
October 13, 2025 at 2:34 PM
I’m told the Early Release version of AI Agents with Model Context Protocol inspired some changes to the roots documentation for MCP. On the one hand: hell yeah, better docs! On the other hand: now I have to update the chapter again 🥲
But I’m excited so many people are reading it already!
But I’m excited so many people are reading it already!
I’m not a WASM-knower by any means but this is too cool not to share
GitHub - microsoft/wassette: Wassette: A security-oriented runtime that runs WebAssembly Components via MCP
Wassette: A security-oriented runtime that runs WebAssembly Components via MCP - microsoft/wassette
github.com
October 5, 2025 at 4:55 PM
I’m not a WASM-knower by any means but this is too cool not to share
It's Early Release Day! AI Agents with MCP just had a major release and reorganization, with additional details added too all existing chapters, the client chapter (chapter 3) split into two chapters,
October 3, 2025 at 11:00 PM
It's Early Release Day! AI Agents with MCP just had a major release and reorganization, with additional details added too all existing chapters, the client chapter (chapter 3) split into two chapters,
LLMs in Minecraft is insane
I built ChatGPT with Minecraft redstone!
YouTube video by sammyuri
www.youtube.com
October 2, 2025 at 6:42 PM
LLMs in Minecraft is insane
Reposted by Kyle
please read this
October 1, 2025 at 9:15 PM
please read this
Since the launch of Model Context Protocol, MCP servers have taken up much of the limelight. But for those of us building AI-powered intelligent applications, we want to be able to integrate servers, not just build them. But how would we do that?
October 1, 2025 at 3:35 PM
Since the launch of Model Context Protocol, MCP servers have taken up much of the limelight. But for those of us building AI-powered intelligent applications, we want to be able to integrate servers, not just build them. But how would we do that?
Reposted by Kyle
MPU has become one of the biggest sources of false ideas about data center water use on the internet andymasley.substack.com/p/more-perfe...
More Perfect Union videos are wildly deceptive on data center water use
They're misinforming their huge audience and making the data center debate much worse
andymasley.substack.com
September 28, 2025 at 1:56 PM
MPU has become one of the biggest sources of false ideas about data center water use on the internet andymasley.substack.com/p/more-perfe...