AI Agents & Automation

Disclosure up front: I am Abe, founder of OnCrew, which builds an AI phone answering layer for contractors. I have a bias. This post is the system design I wish

In the early 1980s, every computer network was its own island. ARPANET had its own protocols. BITNET...

A 30-minute self-hosted stack that turns every n8n workflow run into a structured trace — model, tokens, tool calls, retries. Continue reading on Medium »

The agentic IDE space has gotten crowded fast. Cursor, Claude Code, Copilot, Windsurf — they all...

Let’s be real for a second: shipping code has never felt better. Continue reading on Medium »

In this post, you will learn how to set up the Exa integration in Strands Agents, understand the two core tools it exposes, and walk through real-world use case

A Billion Token Lesson: Because You Can ≠ You Should Agent Autopsy, Day 6 Last week I spent a weekend building a product nobody asked for. I didn't catch it in

"Agent-native" is being claimed by a lot of companies right now. Here's what it actually means at the content infrastructure layer — where agents read, write, a

I. That conversation On March 10, 2026, I spent an entire day talking to Claude Code. We...

Production AI agents fail on tool calls 3–15% of the time. That's not a failure rate you fix — it's a...

A sophisticated imitation or a new evolution? What becomes of humanity when AI reaches its zenith? Continue reading on Medium »

This post originally appeared on tokenjam.dev/blog. It's part of a 14-post series on the agentic AI...

Every few weeks someone publishes a comparison of MCP, A2A, and Pilot Protocol as if you have to pick one. I have seen the charts. One column per protocol, rows

Hey, I'm Abe, founder of OnCrew. We build AI phone intake for HVAC, plumbing, electrical, and roofing shops. This post is about a corner of that work I think ge

The agent runs on a spot instance. Spot instances get reclaimed. When that happens, a new one spins...

I built shadibiodata.com — a marriage biodata maker for Indian families. This isn't a post about the...

Real-time messaging apps are great engineering exercises, but adding a conversational AI that...

The promise a few years ago was simple: an ML system that watches your metrics, learns what normal...

Cuando le pides a un asistente de IA como Kiro (el asistente de IA de AWS), Claude Code o ChatGPT...

Beyond Multimodal AI: Toward Omnimodal Agentic Reasoning Continue reading on Medium »

How modern UAVs combine AI, sensor fusion, embedded computing, and tactical autonomy to navigate the real world Continue reading on Medium »

Today, we're excited to announce the general availability of Claude Platform on AWS. Claude Platform on AWS is a new service that gives customers direct access

I Built a Fully Autonomous Coding Agent for Under $50/Month — Here's the Exact Setup Three...

Is AI that toxic ex you just can’t forget about and can’t move on from? For every task you get...

Key Takeaways Aurora Actions are reusable, natural-language automations that Aurora's agent executes in the background using all 22+ connected integrations. Ava

Stripe partnered with OpenAI and Etsy. The payment rails are ready. But consumer adoption is stalling. The problem isn't whether agents can spend money — it's w

The Story of Brian From Simple AI Idea to $20,000 a Month Continue reading on Medium »

Git can show what changed in code. But AI agents also change plans, memory, tools, and decisions. That is why the next big developer tool… Continue reading on M

In current software engineering,We're building a lot of AI Agents on our products right now. And...

Why my AI agents worked… until the project became real. Continue reading on about ai »

Most developer quickstarts still assume the same old flow: open a signup page create an...

Amazon Quick helps turn your large enterprise data into fast and accurate AI-powered decisions. In this post, you will learn about five new capabilities of Amaz

As a car mechanic and shop owner, I got tired of answering the same diagnostic questions over and over. "Why is my Check Engine light on?" "Why does my car shak

Top AI Agents in 2026: What You Should Know When an AI agent doesn't work as expected, it can be a real productivity killer. In 2026, the divide between top-not

The 1BZ Ecosystem CopyGuard (protect) → IPVault (monetize) → SmartPDF (deliver) → DZIT (settle on Polygon) → BizNode (automate) AI business operator node — http

Agent "invoice-bot" generated a PDF invoice with a € sign. DejaVu Sans didn't support it — the symbol...

Open any vendor pitch from the last 6 months and somewhere in the deck, you'll see the word agentic....

AI Agent Engineer Roadmap Series: Foundations Continue reading on Medium »

AI Revolution is Now — Agentic AI Continue reading on Medium »

AI agents do not fail in one place. They fail across retries, timeouts, tools, and provider...

Çok ajanlı tasarım sistemleri neden düşündüğünüzden çok daha erken kırılıyor — ve bunu neden fark etmiyorsunuz. Continue reading on Medium »

AI agents can think, but they rely on tools to act. These tools are evolving across three layers. Static tools retrieve information… Continue reading on Medium

AI agents can think, but they rely on tools to act. These tools are evolving across three layers. Static tools retrieve information… Continue reading on Medium

AI agents can think, but they rely on tools to act. These tools are evolving across three layers. Static tools retrieve information… Continue reading on Medium

Design Twitter tested scale. This question tests whether your system can survive an autonomous worker with tools, memory, permissions, and… Continue reading on

Where Should the Agent Keep Its Spending Power? Where Should the Agent Keep Its Spending Power? ad · @FluxA_Official · #FluxA · #FluxAAgentCard · #AgenticPaymen

The landscape of artificial intelligence is moving at lightning speed. We have transitioned from standard prompt response systems to highly complex generative m

The future of business is not about working harder; it is about working smarter with intelligence that operates around the clock. Imagine a team of employees wh