AI Agents & Automation

Gemini Spark is architecturally different from most AI assistants shipping in 2026. It runs a persistent VM across Gmail, Calendar, and Drive, follows standing

Demystifying Cron: Building a Visual Task Scheduler with AI Agents Managing automated tasks is a core part of software development and system administration. At

What was released / announced Grok 4.5 is the latest version of the popular AI-powered automation platform, announced today by the team at x.ai. This release br

The silent attack vector that could make your AI assistant work for the attacker — not for you. Continue reading on Medium »

Building a 4-Layer Memory Engine for AI Agents: Beyond Simple RAG TL;DR: We built an open-source memory engine for AI agents with 4 specialized layers — Memory

The rapid acceleration of AI-enabled cyberattacks poses an unprecedented challenge to traditional Security Operations Centers (SOCs), which struggle to keep pac

Why AI systems need a canonical computational artifact that survives handoff, not just better rendering Continue reading on Medium »

A technical primer for engineers building AI agent systems. Continue reading on Medium »

The biggest losses in software history were, with one deliberate exception, not attacks. They were silent, correlated, self-inflicted — and they teach the exact

Your AI team just hit a wall. The model training cluster sits behind a strict firewall, the sprint board won't load without calling home to a cloud API, and you

In the first post, I described what Claude Job Hunter does: 60 applications across three banks in one evening, seven recruiter calls that… Continue reading on M

Many agent demos look simple: give the model tools, put a GitHub/Gmail/Slack token in an environment variable, and let the agent call APIs. That works for demos

A low cost setup to start your AI agent company on a budget Continue reading on Data Science Collective »

Author’s Note: This article was developed independently, but shaped in part by conversational brainstorming and editing using AI. Continue reading on Medium »

Applying for jobs is a strange kind of work. Each application is 20–40 minutes of the same motions: read the posting, decide if it’s worth… Continue reading on

The series finale: packaging skills, hooks, agents, and MCP servers into installable plugins — and the spec-first workflow that holds the… Continue reading on M

I came out of the oil patch — years of non-destructive testing, not software. A year back I started a small automation agency called Autafy AI Automation , most

The no-code AI business stack that earns $5k/month on autopilot The myth that you need a computer science degree or a team of developers to build a recurring re

This week in numbers (real, from our system) 🤖 AI agents running: 19 📝 Content published: 40 (blog RU 12, EN 14, Altezza 14) ⚙️ Generated programmatically: 4

When agents can build almost anything overnight, the scarce asset is conviction about what to build — and a record of why. Continue reading on Medium »

Artificial intelligence is no longer a futuristic technology, it’s the foundation of modern software. From AI chatbots and coding… Continue reading on Medium »

Adding an AI Assistant to Our Shop — the Simple Way Continue reading on Medium »

How two open-source projects turn OKE GPU nodes into infrastructure that observes itself, scales itself, and tells your AI agents what's happening in real time.

Every major video conferencing platform has announced AI features in the last two years. The pattern is consistent: existing platforms add AI as a layer on top

I came across something I have been looking for, and if you are building anything with AI, I think it is worth a few minutes of your time. I build AI agents for

So here's what happened: how I Migrated Off OpenAI and Saved 40x on API Costs ok so heres the thing. last month I opened my OpenAI dashboard and almost choked o

Why agentic software development may need broad awareness, narrow authority, and auditable task contracts Continue reading on Medium »

Unlocking the Power of Agentic AI: A Deep Dive into Autonomous AI Agents In the rapidly evolving landscape of artificial intelligence, a new paradigm is emergin

How AI Agents, Workflow Data Fabric, and Enterprise Intelligence are redefining the future of digital transformation. Continue reading on Medium »

Agentic coding killed the convenience ORMs sold you, and made the safety they never advertised the only thing that still matters. Continue reading on The Ordina

Short version: Routing classifies an input and hands it to the specialist best suited to it. Anthropic calls it routing, and Google calls it the coordinator or

I Cut My AI Bill From $847 to $4 By Switching to Chinese Models I'll be honest with you — when I first saw the pricing for DeepSeek V4 Flash, I thought somethin

Comparing AI gateways on price sounds simple until you read the fine print. The number on the pricing page is rarely the number on your invoice, because gateway

The AI revolution is no longer just about speed or capability — it’s about autonomous decision-making. Continue reading on Medium »

Introduction: The End of Commodity Compute Continue reading on Medium »

On July 4, 2026, I successfully deployed the alpha version of B.E.N.N.Y., the AI agent that I am building on another project I am currently working on, J.A.L.E.

Map AI value, design workflows, redefine talent, upgrade the executive team, and measure the business impact. The post Redesign Work Before You Add More AI Agen

The top tech companies usually get built by solving real customer problems, not just rolling out shiny new tech. Continue reading on Medium »

AI-assisted clinical documentation is becoming a standard part of healthcare workflows. Selecting the right AI medical scribe requires evaluating factors such a

Reuters reported this week that Beijing is considering limits on overseas access to China's most advanced AI models. No final rule has been announced. The scope

Budget AI APIs are no longer toys. In 2026, several providers offer genuinely useful models at minimal cost. But the fine print matters - rate limits, context w

You know that moment — you're three hours into an AI session and everything is clicking, the code is clean, the architecture is sound. You're a genius. You coul

Build scheduled, prompt-free AI agents that run locally on a Snapdragon NPU with Foundry Local, Windows ML, and the ONNX Runtime. No cloud… Continue reading on

How to decide when an AI agent should act on its own by using cost asymmetry instead of a fixed confidence cutoff The post The Threshold Is a Price, Not a Perce

Artificial Intelligence is changing aviation, making drones smarter and more capable with less human involvement. Today's AI-powered drones do more than just ta

"BrainGrid is the most agnostic piece of my stack. I'll drop models. I won't drop planning." Clay Unicorn ▶ YouTube video player Background: The AI Power Users

Crucible’s core design runs multiple AI agents in parallel — gathering evidence, debating from seven directions, validating against risk… Continue reading on Me

Building AI voice applications for real-world businesses is full of interesting challenges, especially when it comes to compliance and latency. When we started