✦ VOYAGER'S LITTLE UNIVERSE

VoyagerII

Learning & Thinking in Public.

记录学习、创造与思考的公共知识花园。
所有值得学习的东西，最终都会来到这里。

逛逛知识库 →此刻在做什么

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Now / 当前坐标

July 2026

设计长时运行 AI Agent 的记忆系统
从第一性原理重建数学直觉
让学习过程变得可观察、可复盘

精选学习笔记

Learning loops, not learning plans

Why the speed of feedback matters more than the elegance of the curriculum.

#learning#systems#feedback

Agent memory is a policy, not a database

Storing everything is easy. Deciding what deserves to return to context is the real design problem.

#agents#memory#ai

最近实验

● ongoing2026-06-30

A 14-day public research log

Reduce context loss between research sessions without creating documentation overhead.

#research#writing#habits

● finished2026-06-12

Scoring memories without embeddings

Test whether explicit metadata can beat semantic similarity on a small personal task set.

#agents#retrieval#evaluation

航行中的项目

PROJECT● 探索中

Learning Atlas

A static-first knowledge map that connects what I’m learning to the questions and experiments that changed my mind.

#Astro#MDX#D3

查看项目 →

PROJECT● 进行中

Orbit Memory

A small, inspectable memory engine that records decisions and retrieves evidence—not just similar text.

#TypeScript#SQLite#Astro

查看项目 →Source ↗