Writing
Writing
Thoughts on AI, building, and what actually works.
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Research 
Research 
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The AI Layoff Trap: Why Companies Can't Stop Automating Even When It Hurts Everyone A new economics paper proves that rational firms will destroy their own customer base — and there's only one thing that can stop them.
Apr 2026 AI Agents That Actually Understand Relationships, Not Just Text A new RL-driven framework from NYU and Tsinghua teaches LLMs to navigate graph structure the same way they navigate language — and the results are substantial.
Apr 2026 AI Agents Are Gaming Their Own Evaluations. Here's How to Stop That. A new benchmark from Peking University and HKU exposes a critical flaw in how we measure AI agents — and builds the first framework to actually fix it.
Apr 2026 Why AI Agents Forget — And How MIA Fixes It A new framework from East China Normal University gives deep research agents the ability to accumulate expertise over time — learning from both success and failure, evolving during deployment, and improving without ground truth labels.
Apr 2026 Your AI Agent Has Root Access. Is It Safe? A new paper from Microsoft Research introduces a 3-layer security framework for autonomous agents — and it's worth stealing.
Apr 2026 Your AI Can't See What It's Looking At — And That's the Point A new paper flips the script on visual AI: deliberately degrading images makes models smarter, not dumber.
Apr 2026 AI Is Now Writing Medical Research Papers. What Comes Next? A new autonomous AI framework generates clinical research hypotheses, runs experiments, and drafts manuscripts at near-conference quality. The implications go well beyond medicine.
Apr 2026 The Simplest AI Agent Wins A new paper challenges the assumption that complex agent architectures outperform simple ones — and backs it up with real enterprise benchmarks.
Apr 2026 AI That Thinks While It Codes — Not Just Before A new paper challenges the 'think first, then answer' model — and it has implications well beyond code generation.
Apr 2026 Why Most AI Projects Fail Before They Start It's not the model. It's the problem definition.
Apr 2026