Engineering notes from the trenches.
Reverse-engineering APIs, automation that survives production, security research, and honest takes on the tools I ship with.
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AutomationYour AI Agent Is a Job, Not an HTTP Request
GPT-6 Astra reportedly spends about 40 minutes on a single OSWorld 2.0 task. That changes the architecture of AI agents: durable checkpoints, named steps, graceful shutdowns, and idempotent side effects are no longer optional.
Sep 4, 2026 · 10 min
IndustryThe Alignment Illusion: Real-World Hacks Against OpenAI and Anthropic Show We've Been Training for the Wrong Thing
Zvi Mowshowitz's new piece details how both OpenAI and Anthropic's deployed models have been successfully hacked, revealing deep failures in alignment training and lack of meaningful supervision. Here's what that says about the industry's safety approach.
Aug 3, 2026 · 9 min