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GTC2080/README.md

Lab Signal

Chemistry is my base discipline; AI agents and native systems are the instruments I build around it. I like tools that feel close to the metal, stay local-first, and turn scattered knowledge into something searchable, computable, and fast.

research notes + molecular intuition + LLM workflow + native kernel
                           |
                           v
        scientific knowledge tools that keep up with thought

Molecular Stack

AI Agents

DeepSeek, Claude, Kimi, terminal UX, coding loops, memory-aware workflows.

TypeScript Python Node.js

Native Systems

C++ kernels, Rust bridges, Tauri shells, fast local data paths.

C++17 Rust SQLite

Chem Knowledge

Notes, PDFs, chemistry workflows, retrieval, graph thinking, study tools.

Obsidian Graphs RAG

Core Builds

Scientific workspace for chemistry-heavy knowledge work.

C++ kernel-driven notes, PDFs, retrieval, chemistry tools, graph views, and study workflows.

C++ Tauri React Knowledge Graph

DeepSeek-native coding agent for terminal-first work.

Built around long-running agent sessions, prefix-cache stability, and practical developer flow.

TypeScript AI Agent Terminal UX

Rust TUI coding agent for DeepSeek models.

Terminal-native interaction layer for coding, reasoning, and local command workflows.

Rust TUI LLM Tooling

Low-overhead C++17 UI framework.

Cross-platform UI experiments built on OpenGL and GLFW.

C++17 OpenGL GLFW

Reaction Map

Input Catalyst Output
Chemistry coursework and research reading AI retrieval, graph thinking, PDF workflows Better scientific memory systems
Developer friction in terminal workflows DeepSeek, Claude, Kimi, local tooling Faster coding agents
Slow UI or backend loops C++ kernels, Rust bridges, Tauri Native-feeling desktop tools
Long-form creative projects Memory layers, review loops, planning engines More coherent AI writing systems

Open Repositories

Project Signal
Nexus_Scientist_Obsidian Chemistry-aware scientific knowledge workspace.
DeepSeek-Reasonix DeepSeek-native AI coding agent.
DeepSeek-TUI Rust terminal coding assistant.
EUI-NEO C++17 OpenGL/GLFW UI framework.
Vibe-Trading Personal trading agent experiments.
webnovel-writer Long-form AI writing system with memory and review loops.
evil-read-arxiv AI-assisted paper reading workflow.

Current Trajectory

Chemistry major
  -> scientific knowledge systems
  -> local-first AI agents
  -> native kernels and fast desktop tools
  -> research workflows that feel like instruments

Building at the intersection of molecules, memory, and machines.

Pinned Loading

  1. Nexus_Scientist_Obsidian Nexus_Scientist_Obsidian Public

    Nexus · Scientist Obsidian is a C++ kernel-driven scientific knowledge workspace for notes, chemistry tools, PDFs, AI retrieval, study workflows, and research-grade personal knowledge management.

    C++ 1

  2. Nexus Nexus Public

    Nexus — AI-powered knowledge management app built with Tauri 2 + React 19 + Rust. Features wiki-links, tags, LaTeX math, semantic search, and a global knowledge graph.

    TypeScript 1

  3. HKUDS/Vibe-Trading HKUDS/Vibe-Trading Public

    "Vibe-Trading: Your Personal Trading Agent"

    Python 8.5k 1.7k

  4. DeepSeek-Reasonix DeepSeek-Reasonix Public

    Forked from esengine/DeepSeek-Reasonix

    DeepSeek-native AI coding agent for your terminal. Engineered around prefix-cache stability — leave it running.

    TypeScript