AGENTS.md

GPT-6 Astra Is Here. Stop Treating It Like a Toddler.

GPT-6 Astra marks OpenAI’s triumphant return to the golden age of AI, matching Claude Fable 5 in raw power. But the real differentiator isn’t the model’s intelligenceβ€”it’s your willingness to delete the guardrails. If you’re still using your old GPT-5.6 Sol system prompts, you’re actively suppressing the new super-model. The future belongs to those who get out of the way.

Stop Putting ‘Critical Thinking’ in Your Global AI Prompts. It’s Ruining Your Tools.

AI sycophancy is frustrating, but forcing your LLM to constantly play devil’s advocate is an engineering disaster. Discover the Dual Steelman Argument and why conditional triggers are the only way to build a true AI sparring partner without ruining your workflow.

You’re Writing Claude.md Wrong. Here’s What Actually Works.

Stop writing Claude.md like a human. Natural English is a terrible interface for deterministic AI behavior. The fix: version, date, and constrain your agent’s spec into a machine-optimized language. Treat it like code, not documentation. Your agent’s output depends on it.