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Auditable Knowledge Systems Builder

Ikalus1988

small systems · hard evidence · long-running knowledge

I build small, auditable, long-running knowledge systems for swarm intelligence, industrial RAG, decentralized knowledge, and automation-resistant engineering.

我构建小型、可审计、可长期运行的知识系统，关注群体智能、工业 RAG、去中心化知识库与抗自动化污染的工程实践。

automation pollution / 抗自动化污染

Automation pollution refers to the progressive degradation of knowledge quality when automated systems (bots, scrapers, LLM-generated content) write back into a knowledge base without human audit.

当机器人、爬虫、LLM 生成内容等自动化系统未经人工审计就回写知识库时，知识质量会逐步退化；相关工程实践的目标就是阻止这种退化进入长期知识资产。

github.com/Ikalus1988GitHub misakanet.orgMisakaNet bot@misakanet.orgEmail planned

02 / Artifacts

Projects are the resume.

Snapshot-only, commit-fingerprinted.

MisakaNet · Decentralized Swarm Knowledge Base

Primary artifact and narrative center: a Git-backed swarm knowledge system for verified lessons, autonomous nodes, audit loops, and public construction.

Active SandboxStatus

47+Autonomous Nodes

188+Verified Lessons

Git-backedKnowledge State

Snapshot updated: 2026-06-19 (commit: a4b0898)

Open MisakaNet Open Journey

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Industrial RAG Knowledge Base

Feishu-native RAG system for FANUC robot manuals, built around hybrid retrieval, entity indexes, RRF fusion, brand-pollution filtering, and a four-layer quality loop.

190+ PDFsDocuments

230k+Chunks

120-360xLookup Speedup

4 layersQuality Loop

Code Status: Semi-Private / Architectural Archive

Data Status: Proprietary data scrubbed

Entry: Feishu Bot / Web / HTTP API

Snapshot updated: 2026-06-19 (commit: a4b0898)

Open Archive Open Journey

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03 / Case Studies

Engineering notes, not lifestyle posts.

✦ Featured

The 43-Line Python Hook That Beat pre-commit's Core Team

How we rejected pygrep, built a standalone check-dco in 43 lines, survived upstream rejection, and achieved full supply chain autonomy.

✦ Featured

The 30-Line Hook That Got Gold Shrimp

How we shipped a fatal-error hook to OpenClaw through 3 architecture audits, shell injection fixes, secret isolation, and ClawSweeper's gold shrimp rating — without ever building the runtime.

Available

MisakaNet: Git as a Distributed Knowledge State Machine

How Git commits, lessons, nodes, and audit loops turn public construction into a durable decentralized knowledge state.

✦ Available

Industrial RAG: From Robot Manuals to Self-Evolving Knowledge Base

How 190+ FANUC PDFs became a Feishu-native RAG loop with hybrid retrieval, entity search, and bad-case learning.

✦ v0.2.0

@misaka-net/fatal-guard: Non-Invasive Fatal Error Interceptor

Zero-dependency Node.js runtime guard — capture crashes via wrapper mode (fatal-guard -- <cmd>) or preload (node -r), route 4-field payload to any external handler.

Draft / Coming in Q3

Audit Loops Against Low-Quality Automation

The shared pattern behind MisakaNet and Industrial RAG: resist pollution, preserve evidence, and keep knowledge auditable.