AI Agents & Automation

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 »

I used to spend 12 hours a week on HR paperwork. Now I spend 12 minutes. Here is exactly what changed. Continue reading on Medium »

I cut my AI coding costs by 97%. Here’s the framework I used. Continue reading on Medium »

From Zero to Production: Building a Claude-Powered Agency Stack in One Weekend You've decided to build your agency around Claude. Smart move. The question isn't

I wanted to build a Skill/MCP that allows AI to access the source code and documentation of all open-source repositories to: Ask AI questions about the underlyi

The Qwen app gets access to Taobao and Tmall’s catalogue of more than 4 billion items, plus Alipay-native checkout, in what is the largest agentic-commerce laun

If you pay for Claude Pro or Max and also script things against Claude from your own code, you might...

AI models are moving fast. OpenAI, Anthropic, Google, DeepSeek, Qwen, Meta and many other teams keep...