A Paper Is Not a Workflow: Building an Auditable AI Review Skill
An auditable AI review workflow turns a paper into an evidence trail, staged critique, and a human-owned final judgment.
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Chunhua Liao
I write about AI, life, and the messy future of humans working with machines.
By day I'm a computer scientist at Lawrence Livermore National Lab building tools that help developers understand and optimize code. By night (and weekends) I write about AI agents, governance, intelligence, and anything else I can't stop thinking about.
🔥 What I'm into right now
- Writing about why your AI assistant shouldn't also be your autocrat
- Using AI agents to automate research — from lit review to paper writing
- Figuring out how 5 AI agents wrote an 88k-word book in 5 hours
Latest Posts
The Wisdom Stack: Why AI Agents Are Finally Making Timeless Principles Actually Work
The problem was never knowing good principles. It was applying them consistently. AI agents change that equation — not just for individuals, but for nonprofi...
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You Wouldn't Push Directly to Main — So Why Are You Doing It to Your AI Gateway?
What decades of software engineering taught me about running reliable AI agent infrastructure. Lessons from managing multiple AI gateways and why they need t...
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Your AI Assistant Should Not Also Be Your Autocrat
The smartest personal agent is often the most dangerous one, unless I split memory, execution, and approval into separate roles. I used to think the path to ...
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The Right Way to Use OpenClaw: Raise It Like a Partner, Not a Tool
The Right Way to Use OpenClaw: Raise It Like a Partner, Not a Tool Most people underuse OpenClaw because they treat it like a smart utility; the real upside ...
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Introducing telegram-codex-bridge: talk to a local Codex CLI from Telegram
Sometimes I want to say “Codex, do the thing on my machine” while I’m away from my desk, on my phone, in a taxi, or between meetings. That was the whole reas...
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29 articles across 6 themes spanning 6+ years of thinking.
Get in Touch
Want to chat about AI, compilers, or something I wrote? Reach out.