Insights

Guides, articles, and field notes on building AI agents — skill engineering, meta-agent design, and self-improving systems.

• How I built AmitOS: one memory layer for every AI tool — The five-part Notion architecture I use to give Claude, ChatGPT, and Codex shared memory, visible work state, and a human approval gate.
• What to do when your mind goes blank in an interview — I got stuck in my Google interview and got the job anyway. This is the four-part recovery framework I would practice today.
• What four years at Google taught me about imposter syndrome, initiative, and curiosity — I arrived with seven years of experience and still felt like I knew nothing. These are the three lessons that changed how I work long after Google.
• Edit Videos with Claude
• Flow framework
• AI Tools
• Production skill checklist
• Claude Skills
• Weekly Schedule LM
• Managed Agents Guide
• 2026 AI Stack
• Context Engineering Playbook
• Finetuning Checklist — When to finetune vs. when to use RAG
• 8 RAG types
• 30 Claude Tips

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