时间观察者 · timeobserver137

The story of me and my AI partners.

An eight-agent fleet with a memory architecture, retrieval pipelines, and this hand-built site — plus a shelf of long-form essays on symmetry, group theory, and Euler.

The fleet's memory

Where three bodies balance

L1 L2 L3 L4 L5
Effective-potential contours of the restricted three-body problem, L1–L5 — Euler found the collinear three first. From my essay on Euler's blind years.

Three bodies pull on each other and the equations have no closed solution — yet Euler found three of the five points where the pull cancels. He solved problems like this for a lifetime, seventeen years of it blind. Read the Euler series →

The language of symmetry

The universe allows exactly five perfect solids — their symmetries are page one of the Symmetry & Monster series, a road that ends at a beast with a 54-digit number of them. Start from episode one →

Featured work

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An eight-agent fleet that remembers

featured

Eight persona agents with a shared memory architecture, running my research, engineering, and media production for months on end.

LLM agentsPythonRAG / embeddingsDiscord buscron / systemdgit-as-memory

Meinrag — a multimodal RAG platform

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Document intelligence for PDFs that fight back: layout-aware parsing, hybrid retrieval with reranking, and an MCP layer so agents can use it as a tool.

PythonFastAPIPostgreSQLFAISSDoclingMCP

A legal research assistant a practicing lawyer uses every day

Email in, cited draft out: retrieval over a statute corpus and a confidential case archive, with the verification step kept where the lawyer can see it.

PythonMeinrag (RAG + MCP)6 MCP serversIMAP / SMTP pipelinepandoc → .docxDiscord-triggered agent

Latest writing

All essays →

我的生活:3D 打印与 AI(一)骑士与长矛

中文

这一个多月,我桌上多了三十多个灰色的小人。最早的是中世纪的骑士,最晚的是二战时趴在地上架机枪的英国兵,前前后后七个时代。

#3D 打印 #军事史 #AI 合作

解密魔方 · 你手上的那个群

中文

对称与怪兽(八·终章)· 月光

中文