When Cleverness Becomes Infrastructure
The smarter AI becomes, the less willing we should be to outsource the choice of what it serves.
AI Native Systems
Should You Read AI-Generated Code? Ask What It Is Allowed to Change
A practical framework for deciding how deeply humans should review AI-generated code, based on the authority and consequences of the change.
August 2, 2026Read article
SignalDaily signals from my AI-native product research desk.
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Ask HN: How are you using AI to learn?; registeredSNApps: [] — createSession NO_ELIGIBLE_DEVICE despite REGISTERED state + Developer Mode ON (Android 16, Samsung S22 Ultra, SDK 0.8.0); The Three-Second Theft: Why AI Voice Fraud Outruns Every DefenceAsk HN: How are you using AI to learn?; registeredSNApps: [] — createSession NO_ELIGIBLE_DEVICE despite REGISTERED state + Developer Mode ON (Android 16, Samsung S22 Ultra, SDK 0.8.0); The Three-Second Theft: Why AI Voice Fraud Outruns Every Defence
AI Native Systems
July 6, 2026Expensive Tokens Won't Save Enterprise AI
Anthropic, OpenAI, AWS, and Microsoft are moving engineers closer to customers. FDE turns model capability into workflows the customer owns and can keep improving.
AI Native Systems
July 1, 2026The One-Person Project
AI coding is collapsing old handoff-heavy workflows into smaller ownership loops. The real challenge is keeping individual speed without losing team quality.
Personal Operating System
June 20, 2026I Gave Codex a Task From a Moving Tesla
Over two months, Claude Code and Codex changed AI from a coding assistant into a personal operating system: one that routes intent, runs workflows, and learns from the work.
