GPT-6 Astra is now available to all Pro, Enterprise, and Business Premium users in ChatGPT Work and Codex. It's also live in the API.
It might take a few days to roll out to our Plus and Business users. Thank you for your patience.
Gemini 3.6 Flash has landed #12 with 1537 pts in the Frontend Code Arena.
This release is a significant improvement from Gemini 3.5 Flash (#21->#12).
Across domains it ranks:
- #8 Reference-Based Design
- #9 Content Creation Tools
- #10 Brand & Marketing
- #12 Simulations
- #13 Gaming
- In the top 20 for Data & Analytics and Consumer Product
Click into the thread to see the results for Gemini 3.6 Flash and Gemini 3.5 Flash-Lite in the Text Arena.
Congrats to the @GoogleDeepMind team on this launch!
VITALS sits above the agent loop and emits one of seven lifecycle directives:
ACT SWITCH ASK_USER MAINTAIN WAIT STOP SAFE_MODE
The host agent handles domain reasoning. VITALS governs when and under what constraints that reasoning becomes action.
Agents know how to act. They still struggle to know when to stop.
I built VITALS — an autonomic runtime for long-running AI agents.
It detects failure loops, controls costs, switches strategies, consolidates memory, requests approval, and stops safely.
https://t.co/YwFW4oxk8t
Most agent frameworks focus on models, tools, memory, skills, and planning.
But long-running agents still:
• repeat failed actions • burn through budgets • lose context • drift from goals • act under uncertainty • fail to ask for help • continue when they should stop