setsu2420/Personal-KnowledgeBase

AI repository intelligence

FR-AI / ANALYSIS

Why it is worth attention

It builds on the LLM Wiki pattern but targets a specific domain (unmanned systems) with advanced features like four-signal knowledge graphs, contradiction detection, and multi-format document parsing, all in a local-first desktop app with project isolation.

Who it is for

Unmanned systems (UAV/UGV/USV/UUV) researchers and analysts
Defense or intelligence analysts needing structured document analysis
Developers building domain-specific RAG systems
Technical users who want a local, self-hosted knowledge management tool

Use cases

Analyzing PDFs, Word docs, Excel sheets, and images to build a searchable knowledge graph
Asking complex questions that require cross-document synthesis and gap detection
Detecting contradictions or data inconsistencies across multiple sources
Isolating multiple projects with independent knowledge bases for different studies

Strengths

Knowledge-first architecture incrementally builds structured entries instead of retrieving ephemeral chunks
Graph-RAG pipeline with four-signal relevance scoring and two-hop traversal for richer context
Includes deep research, contradiction detection, and Louvain community detection for insight generation
Local-first with Tauri 2 desktop shell, system tray, global shortcuts, and auto-update

Considerations

Requires an external LLM API (DeepSeek, OpenAI, etc.) and a MySQL 8.0 database; does not run fully offline
Setup requires Docker or manual installation of JDK 21, Node.js 20, and MySQL, which may be heavy for non-technical users
Primarily designed for unmanned systems domain; adaptation to other fields may require customization

README quick start

IntelliSense Platform

Intelligence Analysis Platform for Unmanned Systems Research
Upload documents → Build knowledge graphs → Ask intelligent questions — all powered by LLMs.

English | 中文

📖 Table of Contents

✨ Interface Showcase

🤖 Smart Q&A
🔗 Knowledge Graph






📚 Wiki Entries
🖼️ Image Management

🤔 What is IntelliSense?

IntelliSense Platform is a specialized desktop application built for unmanned systems (UAV / UGV / USV / UUV) researchers and analysts. It transforms your documents — PDFs, Word files, spreadsheets, images — into an organized, interlinked, and queryable knowledge base.

Unlike traditional RAG systems that retrieve and re-derive answers from scratch on every query, IntelliSense incrementally builds and maintains structured knowledge entries. Knowledge is compiled once, kept current, and referenced directly — not re-derived each time.

🧬 Design Philosophy

Knowledge-first, not retrieval-first — Structured entries > ephemeral retrieval
Local & offline — Your data never leaves your machine
Multi-project isolation — One tool, many projects, zero data leakage
LLM-augmented, human-curated — AI does the heavy lifting; you stay in control

This project builds upon Andrej Karpathy's LLM Wiki pattern and draws insp

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