AI
9 practitioners working with AI:
AI code review patterns
multi-pass review, confidence scoring, adversarial checking, and other patterns for using AI to review code without false confidence.
AI stopped being a tool. it became infrastructure
the personal AI OS is no longer a thought experiment. it's a deployment pattern. and the human-in-the-loop is vanishing faster than anyone projected.
digital gardens are graveyards without a gardener
digital gardens were beautiful, ambitious, and almost always abandoned. AI can be the gardener — but only if it knows what to cultivate. that requires identity, not just content.
how to give ChatGPT long-term memory (the save game approach)
a practical way to stop re-explaining yourself: build a simple, persistent memory layer for ChatGPT that survives new threads and new weeks.
save games, boundary leaks, and the self-hosted exodus
a save-game memory layer for chatgpt, agents crossing permission lines, discord's face id panic, and skills becoming portable files.
the 50% horizon
Claude Opus 4.6 hit 50% on multi-hour expert ML tasks. security became personal. the AI OS architecture stabilized. and the human-in-the-loop is vanishing faster than anyone projected.
the AI productivity paradox: more output, more burnout
AI tools promised to free up time for high-value work. instead they deleted the concept of low-value work entirely. the treadmill just got faster.
the OS wars are starting
Stripe ships disposable agents. pentagi hacks autonomously. three new OS frameworks drop in one week. system prompts leak everywhere. the stack is forking.
what Tiago Forte got right (and what AI breaks)
a generous analysis of Building a Second Brain. what CODE and PARA contributed to how we think about knowledge — and where AI changes the equation entirely.