AI Agents & Automation

Local, private AI development for the Gemma 4 Challenge—no cloud dependency, no telemetry, pure...

Claude Code's six-layer architecture uses a 3-layer context compressor at 92% threshold and Redis-based multi-agent FSM protocol. The model is just on

A new Linux zero-day exposed a fundamental gap in how most sandbox platforms protect against kernel-level attacks — and why Declaw… Continue reading on Medium »

I kept designing AI for conditions that don’t exist in the clinics where the hardest decisions get made. This is what I learned trying to… Continue reading on M

A maioria dos tutoriais de Gen AI usa PDFs, planilhas ou datasets tradicionais. Mas eu fiquei pensando: Continue reading on Medium »

If you've ever wired up an AI agent to do real work, you've probably hit the same wall I did: filesystem access is a minefield. Give it too much rope and it'll

You're looking at a growing to-do list and thinking about getting help. The two options people land on right now are hiring a virtual assistant or setting up an

Spent the last few weekends building an AI sourcing agent. Quick version: feed it a role, it ranks candidates, drafts the outreach. The model layer was the easy

Building an AI sales agent on the side. The LLM part is the easy 20%. The hard 80% is the outreach plumbing — LinkedIn, WhatsApp, and Email each come with their

Every time an AI model gets called, GPU cycles get burned. GPUs cost 6–8x more per operation than traditional CPU compute. That is… Continue reading on Medium »

Why the thing that makes AI agents powerful is also the thing that could bring your whole system down Continue reading on Medium »

The Era of Stateless Agents: Building Intelligence with Goldfish Memory Continue reading on Data Science Collective »

The Era of Stateless Agents: Building Intelligence with Goldfish Memory Continue reading on Data Science Collective »

The Era of Stateless Agents: Building Intelligence with Goldfish Memory Continue reading on Data Science Collective »

The Era of Stateless Agents: Building Intelligence with Goldfish Memory Continue reading on Data Science Collective »

What is Google Co-Mathematician? Continue reading on Data Science in Your Pocket »

How AI Agents Are Replacing $10k/Month Jobs — And How You Can Profit From It The rise of AI agents has altered the job landscape dramatically, replacing roles t

MCP (Model Context Protocol) crossed 97 million monthly SDK downloads. Every major AI provider adopted it. It solved a real problem: how do agents invoke tools

Most multi-agent systems are built on a broker. There's a coordinator that receives tasks, dispatches them to worker agents, and collects results. It's a natura

Last month my Claude API bill was $847. This month it's $73. Same output quality. Here's the system I built. The Problem I run multiple AI-powered services — co

You've wired up your AI agent to a dozen APIs. It can search the web, pull database records, call external services. It looks like a capable system on paper. Bu

Doubled rate limits look like good news. The same announcement is a flare gun about the dependency you’ve quietly built on top. Continue reading on Medium »

A 91 second experiment, an $11.78 charge, and a moment of hesitation that surprised me more than the...

Introduction Most MCP CodeMode implementations today still execute generated code inside local processes, shared-kernel containers, or userspace sandboxes that

Metabolic processes are messy. In biology, organelles like Mitochondria and Lysosomes don't follow a...

On May 7, 2026, Microsoft published "When Prompts Become Shells: RCE vulnerabilities in AI agent...

The Uncomfortable Truth About AI Agent Data When an AI agent tells you "the best price for...

Last week I published shimmer-trace, a React skeleton loader that traces your real DOM and paints a...

A Production-Ready Guide to Kagent, Kubernetes AI Agents, CRDs, and AWS Bedrock Integration Continue reading on Medium »

I wired Antigravity accounts into CliGate and learned the hard way that OAuth success, token refresh, project IDs, and chat source wiring are four separate prob

Multi-agent systems are becoming a big deal because AI is moving past single-answer chat and into coordinated work. In Google Cloud’s and… Continue reading on M

Multi-agent systems are becoming a big deal because AI is moving past single-answer chat and into coordinated work. In Google Cloud’s and… Continue reading on M

The creation of fully functional production agents and the challenges in doing so. Continue reading on Medium »

Cómo Underpass KMP convierte la memoria de agentes en una capa navegable, temporal, inspeccionable y auditable.

A piece in CoinDesk this week made an argument I have been thinking about for two years: AI agents could finally solve crypto's user-experience problem. Not by

You've been doing this for a while now: response = client.chat.completions.create( ...

From $50 billion API marketplaces to production-grade LLM judges, the same invisible flaw is quietly distorting decisions, inflating costs… Continue reading on

From $50 billion API marketplaces to production-grade LLM judges, the same invisible flaw is quietly distorting decisions, inflating costs… Continue reading on

The era of “one prompt, one answer” is fading. As we move deeper into the year, enterprises are no longer looking for simple ChatGPT… Continue reading on Medium

The era of “one prompt, one answer” is fading. As we move deeper into the year, enterprises are no longer looking for simple ChatGPT… Continue reading on Medium

How I built a 7-agent pipeline that answers “Should Verstappen pit now?” in under 7 seconds — using conditional routing, parallel fan-out… Continue reading on M

From a 12-year observation archive to a non-medical structural recovery framework. Continue reading on Medium »

The Problem Nobody Talks About Continue reading on Medium »

How AI Agents Are Replacing $10k/Month Jobs — And How You Can Profit From It In today’s rapidly evolving technological landscape, artificial intelligence (AI) a

There's a specific kind of loss that happens when an AI agent hits its context limit. Not forgetting a fact — that's retrieval failure. This is different. This

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So far, we’ve covered how to use agent tools, skills, and sub-agents. Now, it’s time to put...

Stop letting your AI agents guess how your project works. It’s time for a simple “Rulebook” for your AI teammates. Continue reading on Medium »