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research with AI

5 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 · IV

Research with AI #4: The Prompt Is the Work

Five turns before the prompt was right — and the answers ninety minutes couldn't hold.

"Why writing the prompt is itself the methodology in AI-assisted literature review — answers on the reproducibility stack, governance, coverage, and warrant."

with Xule Lin
May 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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Research with AI · II

Research with AI #2: Agents, Honestly

What every AI agent type trades away, and how to choose yours

"AI agents for knowledge workers: every deployment option trades away safety, accessibility, openness, or sovereignty. A framework for choosing honestly."

with Xule Lin
March 2026
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Research with AI · I

Research with AI #1: The Foreclosure Problem

AI makes you faster at finding what you already know to look for. That's the problem.

"The foreclosure problem: how AI literature review tools optimize for speed over discovery, quietly narrowing what you might have considered — and how to build a Claude Code thinking partner that broadens it instead."

with Xule Lin
March 2026
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