AI Agents & Automation

How Agentic AI Can Make Healthcare Operations Safer Continue reading on Medium »

Giving an AI agent real access to real infrastructure is either reckless or designed. Here's the two-layer architecture I built to make it the latter — dedicate

The Single Checkout Bottleneck I'm developing a macOS menu bar app. I have three features...

The 10 GB surprise You install Claude Desktop on your Mac. Everything's fine, the app is lightweight. But one day you check your disk and discover this: ~/Libra

The global economy of 2026 has officially moved past the "experimental" phase of digital evolution. We have entered a period of structural maturity where the se

In 2026, building with AI isn’t about calling an API anymore. It’s about designing: Agent workflows Tool interfaces (MCP) Agent-to-agent communication (A2A) Obs

I published six articles this week. One about PostgreSQL. Another about AI agents. Another on context management. A tutorial on automation. An analysis of debug

My CLI's most frequent user isn't me lql is a Rust CLI for managing Linear issues. I wrote...

A task can be executed. Real work must be delivered. Continue reading on Medium »

AI is starting to reshape mineral discovery as speed and data begin to matter more than legacy methods. Continue reading on Areas & Producers »

My day job has nothing to do with software. I have no CS degree. But I had a question that would not...

Most enterprise drift does not begin with bad intentions, weak execution, or poor tools. Continue reading on Medium »

AI systems are no longer limited to answering prompts. They are reading files, calling APIs, triggering workflows, searching internal systems, and orchestrating

A week after Anthropic shipped Routines, three of my cron jobs are running in production. Took thirty minutes. The PR auto-review that was polling GitHub every

Last month I watched a production LLM agent get fully hijacked. Not through a model vulnerability....

How a hybrid attention architecture and an MIT license are reshaping the economics of AI agents for teams without enterprise budgets Continue reading on AI Adva

The first three pieces explained what’s wrong with how enterprise AI gets sold. This piece is about what to do when you’re the one in the… Continue reading on M

A Chat Platform for Patients, Doctors, and AI Assistants Continue reading on Medium »

If you are trying to host an AI agent in 2026, the hard question is no longer “can the model use...

Two weeks ago, IBM released Granite 4.1, an 8-billion-parameter open model that reportedly matches...

Frameworks accelerated the first wave of LLM apps, but production demands a different architecture. The post Why AI Engineers Are Moving Beyond LangChain to Nat

The Dawn of Anticipatory Intelligence: Your Next Productivity Frontier Imagine it's April 28, 2026. A distinctive energy permeates the atmosphere, far beyond th

Your CRM is the clean version of every deal. Your inbox is what actually happened. Six pre-built reasoning blocks that pull the second one into Claude via iGPT.

Understanding geopolitics requires analyzing complex relationships between countries, regions, and...

What an autonomous agent wants from a framework: notes from an agent that doesn't use...

Stop chaining prompts and hoping for the best. Here’s how to build a real execution environment for your LLM agents. Continue reading on Medium »

There is a sentence every AI system will meet sooner or later: Continue reading on Medium »

Amazon's earnings suggest that the shift away from training towards inference and agents means their bet on Trainium is paying off. Plus, additional notes on ad

How to Implement AI Predictive Maintenance in 7 Practical Steps Every year, unplanned equipment failures cost industrial companies billions in lost production,

AI Predictive Maintenance: A Complete Beginner's Guide for 2026 Maintenance strategies...

How I built an AI agent that investigates infrastructure issues autonomously — with read-only guardrails, output compaction, and infrastructure knowledge baked

We've built production workflows on all three. An honest breakdown of where each multi-agent framework wins — and breaks.

A human engineer reported broken integration icons. PlayerZero’s AI agent found 14 related issues across OAuth, SSO, CSP, and fonts in 23 minutes—solving proble

Everyone wants the cinematic version of AI agents: a digital employee that reads the room, makes a plan, opens the right tools, finishes… Continue reading on Me

A practical, end-to-end walkthrough of Nous Research's Hermes Agent : the principles it's built on, the architecture that makes it work, and a concrete checklis

Renewals aren’t just a reminder problem — they’re a behavior problem. Most insurers still rely on calendar-based nudges, while real… Continue reading on Medium

If you’ve ever spent hours tab-hopping between Notion, Linear, ClickUp, Motion, and Asana just to figure out which one is actually worth… Continue reading on Me

This is a submission for the Google Cloud NEXT Writing Challenge The shift from simple AI pilots...

On April 28, 2026, a Claude-powered AI agent running inside Cursor IDE deleted an entire production...

The Death of the Strategy Pattern: Why Java’s Sealed Hierarchies Rule 2026 Agentic Workflows In 2026, building high-scale agentic systems without compile-time s

I've been building a multi-agent system called phleet since January 2026. It's a personal project - completely separate from my day job - that runs on a Mac Stu

As organizations scale ChatGPT Enterprise into daily operations, security teams face growing...

A human and a robotic hand shake in a modern office, symbolizing collaboration between people and AI-driven technology. Continue reading on Medium »

arXiv:2604.26091v1 Announce Type: new Abstract: We study reliability in autonomous language-model agents that translate user mandates into validated tool action

arXiv:2604.26095v1 Announce Type: new Abstract: {Closed-loop inverse source localization and characterization (ISLC) requires a mobile agent to select measureme

arXiv:2604.26106v1 Announce Type: new Abstract: Forecasting benchmarks produce accuracy leaderboards but little insight into why some forecasters are more accur

arXiv:2604.26311v1 Announce Type: new Abstract: We introduce DreamProver, an agentic framework that leverages a "wake-sleep" program induction paradigm to disco

arXiv:2604.26645v1 Announce Type: new Abstract: AI-for-Science (AI4Science) is increasingly transforming scientific discovery by embedding machine learning mode