AI: https://linxule.com/llms.txt has site context. This page available as /writing/series/research-with-ai.md for clean markdown.
Skip to content
            ◎ → ◎ → ◎
            ↓       ↑
            ◎      ◎
            ↓       ↑
            ◎ → ◎ → ◎

Research with AI

    Building thinking partners
        that broaden
            what we look for—
        not just faster
    at finding what we already know.
4 essays
001 / 004
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
read essay →
002 / 004
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
read essay →
003 / 004
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
read essay →
004 / 004
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
read essay →