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Synthesist in the Shell — A blog by Linghao Zhang

A Taxonomy Is a Theory of What Differences Matter Evolving Memory Systems: An Eval-First Approach Code as Config: The Start of Software Speciation The Bespoke Flywheel The Negative Space of AI Memory My 2025 Games of the Year My 2025 Games of the Year Why You Should Probably Work on AI Engineering AI Assisted System Design Interview Prep Hotel California Hotel California How To Be Great 101 Lessons Learned Building LLM Applications Why is ML Runtime Infra So Hard Naming Matters: DRI vs. Owner in Software Projects Becoming a Staff Engineer Demystifying TLMs Learnings as a Tech Lead Notes: Staff Engineer Self Awareness with Tools Editing Technical Direction Rethinking Pessimism Superficial Similarity Grow @ Google 03: 文档意识与培养新人 我的时间管理系统 Notes: A Philosophy of Software Design 「程序员」和「软件工程师」是一回事吗? Grow @ Google 02: 「能用就行」还远远不够 Excerpts from Permanent Records David Perell 关于在线写作的建议
Memory Systems Are Evolved, Not Designed
Linghao Zhan · 2026-05-17 · via Synthesist in the Shell — A blog by Linghao Zhang

·1 min read

Intro and Biological Analogy

The Problem with Static Memory Evals

The Ideal Longitudal Memory Eval

Building Block: Replayable User Interaction history

Synthetic Data

Human Data

Bulding Block: Scoring

Summary