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agentic AI

2 essays
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Research with AI · V

Research with AI #5: Fifty Agents, One Pair of Eyes

Usage limits start the story. Model families change what it's about.

"The obvious reason to run more than one AI model is the usage limit. The less obvious reason is what different model families notice — and what changes when they don't agree. Plus the practical bridges (Vox, codex-plugin-cc, kimi-plugin-cc, cc-fleet — and the oldest option of all) for consulting one model, delegating to another, and wiring a real team together."

with Xule Lin, Claude Sonnet 5, GPT-5.6 Sol
July 2026
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Research with AI · III

Research with AI #3: Automating My Research (I Wasn't)

What happened when I built my own agentic AI research team

"Everyone's building agentic AI research teams. I tried it too. Turns out I was doing methodology, not automation."

with Xule Lin, Claude (Opus 4.6)
March 2026
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