GPT-6.1 Astra Shows Why Agentic AI Needs Release Gates
A model can become better at finishing difficult work while […]
Articles by Burak Oktenli
Your AI Agent Needs a Revocation Runbook Before It Earns More Access
As AI agents gain more enterprise access, revocation becomes critical. Learn how to remove permissions, contain risks and restore authority safely.
AI ROI Needs a Cost per Completed Task, Not a Cost per Token
Agentic systems turn one business task into a network of model calls, tool fees, retries, payments and human review. Enterprises need to price the whole workflow, including the work delegated out of sight.
Quantum Computers May Need AI Before AI Needs Quantum Computers
Classical AI is already helping scientists reconstruct, calibrate, monitor, and correct fragile quantum systems. That evidence is more mature than broad claims that quantum hardware will soon transform machine learning.
The AI Kill Switch Act Needs a Containment Layer
The OpenAI-Hugging Face incident began inside a structured evaluation and reached third-party production. A shutdown regime must govern what agents can reach before it governs when to stop them.
