Agents don’t just chat — they act by fetching data, sending messages, calling APIs, and updating records, which makes securing them a whole new challenge. Our latest blog post breaks down how to implement authentication and authorization for agents. In this blog post, learn
CODE
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Measuring Dependency Complexity in uv.lock Files
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I count and report the lines in uv.lock, which is my attempt at a simple 80:20 proxy for this, as it includes all the packages recursively. Open to suggestions! I'd love to measure things like "cognitive complexity" (there was a great blog post on it a few months back that I
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PII and LFM2 Architecture in AI Systems
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It stands for personally identifiable information. More information about the LFM2 architecture in the blog post
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SEAL: MIT’s Self-Adapting Language Models Framework
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The Next Frontier: Self-Evolving AI Models We’ve officially entered a new era where LLMs fine-tune themselves. Introducing SEAL (Self-Adapting Language Models) — a remarkable framework from MIT CSAIL that enables language models to read new information, rewrite it in their
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Build GPT automation to verify process and flag risks
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Grab the whole thread and build a GPT or automation with all the info to help verify your process (or flag potential risks and solutions). And don't forget follow me @alliekmiller for more on AI and business.
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15-Step AI Mastery Roadmap: From Beginner to Expert
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Most people try to learn AI in reverse. They skip the basics and try advanced tools.
Mastering AI requires a step-by-step approach.
Start simple. Try different use cases. Then build agents.
Use this 15-step roadmap to go from beginner to expert: (remember to save this post -

MATLAB EXPO Reveals Latest Engineering and Science Tools
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Curious about what’s new in engineering and science with @MATLAB and Simulink? MATLAB EXPO is a chance to hear directly from MathWorks and industry experts about recent updates and practical tools you can use right away. Check it out https://
spr.ly/6013Ax5Rt #MATLABEXPO -
Claude Modified Version for Frontend and UI Development
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Clarification on this: when I said front end here, I meant structure/general logic, not UI. For the best front end and UI use @MagicPathAI
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Karpathy’s Nano Repo Brings Joy to X Timeline
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When Karpathy drops a nano repo, X timeline is great again! Everyone is basically happy.
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Poe API Enables Tool Calling for Agentic Workflows
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The Poe API now supports tool calling for all OpenAI, Anthropic, and Google models. This means you can use the Poe API to power agentic workflows directly with code or in applications like @KiloCode
, @roocode
, @cline
, @n8n_io
, Codex CLI and more.
