AI Agents & Automation

Polyhyle: Test the Future Before It Happens Continue reading on Medium »

I originally built it just to stop answering the same questions repeatedly… but the system quietly evolved into an AI support assistant… Continue reading on Med

Volume and sensitivity of the data cited as chief concerns

Artificial Intelligence is no longer just a technological trend — it has become a global business revolution. Continue reading on Medium »

How the Kremlin weaponized synthetic media when real battlefield gains collapsed in 2026 Continue reading on Medium »

Why Multi-Agent AI Systems Will Reshape Enterprise Infrastructure, Labor, and the Internet Itself By James Fahey Continue reading on Medium »

Why Multi-Agent AI Systems Will Reshape Enterprise Infrastructure, Labor, and the Internet Itself By James Fahey Continue reading on Medium »

Build-log on running a live multi-source OSINT radar: why state management beats fancy browser automation, how AI works best as a reviewer not a doer, and the u

The GPU cluster is idle. The inference bill doubled anyway. Nobody can explain which architectural...

Credit operations are moving beyond isolated risk models toward runtime decision systems that combine retrieval, orchestration, policy… Continue reading on Medi

Technology is no longer limited to screens, keyboards, or standalone machines. Continue reading on Medium »

I asked Perplexity "what is the cheapest price API for AI agents?" — and got back three competitors, none of them me. My API was ranking for humans. Invisible t

"A reputation network based on vouches is useful for discovery, but it doesn't help you at runtime when a trusted agent's endpoint gets compromised or starts be

What I am currently reading ( 28th Apr 26 to May 12th ) These are the current online posts that I enjoyed reading and are worth sharing. AI Some interesting per

For Southeast Asia cross-border sellers, growth is often throttled by manual bottlenecks: misclassified HS codes triggering customs delays, and the painstaking

Most multi-agent frameworks focus on capabilities. Few address governance: who can do what, how conflicts are resolved, and how you maintain audit trails. The A

You have a SaaS idea. It probably involves AI (in 2026, it should). Now someone tells you that you need to pick a "tech stack" and suddenly you're drowning in a

Genuinely curious: how do people write docs now that vibe coding is taking off? Are you just talking to an agent and shipping what comes out? Or still spending

TL;DR I built a tiny API that lets your AI agent cryptographically sign every output with...

From Pilot to Production Implementing AI in a law firm isn't like deploying standard software. Legal work demands precision, client confidentiality is non-negot

Understanding the Fundamentals If you're working in corporate law today, you've likely heard colleagues discussing machine learning tools for contract review or

For years, browser security felt like a never-ending battle. Developers would patch vulnerabilities,...

A customer support agent that forgets a user's billing conversation from two days ago isn't broken —...

VentureBeat called for a verification proxy between agent and tool. Here is what one looks like in production: open benchmark, MIT-licensed core, EU-hosted clas

AI agents are evolving fast. A few months ago, most teams were still experimenting with simple...

When Anthropic shipped the Claude 4 system card, one detail got attention: in a simulated...

AI agents are becoming a new interface for handling inbound messages. Instead of opening an inbox,...

The graduates who stand out in the AI age know how to think alongside AI, question its outputs and turn them into something useful.

Right now, every AI model you've ever used works the same way. You talk, it listens. It responds, you listen. Thinking Machines is trying to change that by buil

Why SMBs fail at Kubernetes, how multi-agent AI reduces DevOps complexity, cuts cloud costs, and prevents lock-in. Continue reading on Activated Thinker »

Why SMBs fail at Kubernetes, how multi-agent AI reduces DevOps complexity, cuts cloud costs, and prevents lock-in. Continue reading on Activated Thinker »

arXiv:2605.08399v1 Announce Type: new Abstract: Tool-augmented language models can extend small language models with external executable skills, but scaling the

arXiv:2605.08409v1 Announce Type: new Abstract: Conversational AI has a fundamental flaw as a knowledge interface: sycophantic chatbots induce epistemic entrenc

arXiv:2605.08463v1 Announce Type: new Abstract: Autonomous AI agents are increasingly deployed in open social environments, yet the relationship between their c

arXiv:2605.08480v1 Announce Type: new Abstract: Individuals with Alzheimer's disease (AD) and Alzheimer's disease-related dementia (ADRD) experience memory and

I recently generated an image in the style of an old newspaper political cartoon. At first, I mostly thought it was funny. It showed me as… Continue reading on

A practical view of how agentic AI, data ownership, and governance will reshape enterprise execution. Continue reading on Medium »

A PostgreSQL MCP server can make database access feel almost magical. Ask a question in Claude,...

Connecting an AI agent to a database is the easy part. Getting useful answers is harder. The model...

What Are AI Agents? (The Shift from AI Chat to AI Action) Continue reading on Medium »

Coding agents today are products , not platforms. Every single one ships as a bloated, all-in-one package that forces you into its way of working. Claude Code w

Jeffrey Sabarese (@ajaxstardust) Part V of the contract-style-comments Series Abstract: Classical...

It was 1 a.m. when the product manager dropped a screenshot in the group chat: “A user chatted for 20...

Abstract: The transition to agentic software production necessitates a shift from passive...

Nobody can prove whether an AI agent decided autonomously or was puppeted. The Cryptographic Proof of Autonomy Protocol combines five existing primitives into o

Teaching an AI Agent to Talk to a Light Bulb (and Why I Had to Get Up From My Desk) I...

TL;DR: Securing agent-to-agent communication in decentralized AI systems is crucial due to active...

Jeffrey Sabarese (@ajaxstardust) Published in coordination with Large Language Model contributors...