autonomous-systems

MIRA, an autonomous AI agent tested in a sandboxed electronic health record, diagnosed 574 real emergency department cases with 88.9% accuracy and outperformed physicians in a matched 311-case comparison. The system ordered tests, generated medication plans, and made admission decisions in simulation, but the authors stress that prospective validation, governance, and physician oversight are stil…

Accepted at IEEE IV 2026

A new layer is consolidating in the agent stack, and it has a name now: pre-action authorization. The idea is clean. Before an agent executes a tool call, a deterministic policy engine intercepts it, checks it against declarative rules, and signs an audit record. The model proposes; the gateway disposes. This pattern is real and it is shipping. In Before the Tool Call: Deterministic Pre-Action Au…

I got tired of security tools that wake me up at 3am with alerts but leave all the real work to me. So I built Cortex — the autonomous decision engine that powers Watch . The Problem Most Linux Security Tools Share Most tools (Falco, Wazuh, OSSEC, etc.) are great at detecting things, but terrible at deciding what to do about them. You end up with alert fatigue and manual investigation every singl…

Founded in 2025, Humble Robotics is building self-driving freight trucks with no steering wheel, driver's seat or gas pedal.

There is a specific kind of incident that no alert ever fires for, and it is the one I trust least. Nothing crashed. No exception, no 500, no failed health check. The agent ran every day, returned answers every time, and stayed green on every dashboard you own. And yet, over six weeks, it got measurably worse — and you found out from a customer, not a monitor. That is drift, and it is the failure…

Reliance is weaving AI into telecom services used by more than 500 million people.

Generative AI changed how organizations interact with software. Agentic AI changes what software is permitted to do on behalf of users, moving people from direct execution towards supervision, approval, and exception handling. The post Agentic AI: From Gen AI experiments to enterprise operating models appeared first on Capgemini .

Architecture Overview Clioloop's Agentic Fusion is not just "run the same prompt 5 times and pick the best." It's a structured pipeline where different models play different roles, with strict security boundaries between them. The Pipeline Step 1: Planning Phase When you run /fusion , up to 5 planner models are dispatched in parallel. Each planner: Receives your original prompt and context Has re…

The Problem Most AI assistants give you one model's answer. If it's wrong, you catch it or you don't. If you use a cheap model, quality drops. If you use a frontier model, you pay frontier prices for everything — even a simple file rename. What is Agentic Fusion? When you run /fusion , a panel of models collaborates on your task: Planners (up to 5): Read-only models that research and propose rout…

The End of Traditional Coding? How AI Coding Agents Are Transforming Software Development in 2026 The software development industry is experiencing one of the biggest transformations in its history. For decades, programming was primarily about developers manually writing code, debugging applications, and maintaining software systems. In 2026, that model is rapidly changing. The rise of AI coding …

The digital era gave the advertising and marketing industry speed; the AI era is giving it autonomous operations.  For companies building next-generation technologies for advertising and marketing, the question is no longer whether to adopt AI but whether their infrastructure can support it at the speed and scale the industry demands.  At Cannes Lions, running […]

The company's latest recall of 3,871 vehicles follows incidents of its autonomous cars prioritizing other hazards or failing to recognize closed construction zones altogether.

Built a Local AI Agent That Controls My Phone — Completely Free, Completely Private somin254 somin254 somin254 Follow Jun 18 Built a Local AI Agent That Controls My Phone — Completely Free, Completely Private Add Comment 1 min read

The company has identified at least 13 instances where its robotaxis drove into highway sections closed for construction.

Most e-commerce founders spend 80% of their time managing fragmented software and only 20% actually growing their business. We’ve all been there: You have Shopify for the store, Klaviyo for emails, Meta Ads for traffic, a spreadsheet for inventory, and 5 other SaaS dashboards. You spend hours context-switching, pulling data, and manually executing strategies. The software meant to help us is actu…