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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
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v
scientific knowledge tools that keep up with thought

Molecular Stack

AI Agents

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

TypeScriptPythonNode.js

Native Systems

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

C++17RustSQLite

Chem Knowledge

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

ObsidianGraphsRAG

Core Builds

Scientific workspace for chemistry-heavy knowledge work.

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

C++TauriReactKnowledge Graph

DeepSeek-native coding agent for terminal-first work.

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

TypeScriptAI AgentTerminal UX

Rust TUI coding agent for DeepSeek models.

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

RustTUILLM Tooling

Low-overhead C++17 UI framework.

Cross-platform UI experiments built on OpenGL and GLFW.

C++17OpenGLGLFW

Reaction Map

InputCatalystOutput
Chemistry coursework and research readingAI retrieval, graph thinking, PDF workflowsBetter scientific memory systems
Developer friction in terminal workflowsDeepSeek, Claude, Kimi, local toolingFaster coding agents
Slow UI or backend loopsC++ kernels, Rust bridges, TauriNative-feeling desktop tools
Long-form creative projectsMemory layers, review loops, planning enginesMore coherent AI writing systems

Open Repositories

ProjectSignal
Nexus_Scientist_ObsidianChemistry-aware scientific knowledge workspace.
DeepSeek-ReasonixDeepSeek-native AI coding agent.
DeepSeek-TUIRust terminal coding assistant.
EUI-NEOC++17 OpenGL/GLFW UI framework.
Vibe-TradingPersonal trading agent experiments.
webnovel-writerLong-form AI writing system with memory and review loops.
evil-read-arxivAI-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. DeepSeek_ScienceDeepSeek_SciencePublic

    Rust-first Science Agent Kernel for reproducible, auditable, cache-aware STEM workflows.

    Rust 1

  2. DeepSeek-ReasonixDeepSeek-ReasonixPublic

    Forked from esengine/DeepSeek-Reasonix

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

    Go

  3. NexusNexusPublic

    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

  4. HKUDS/Vibe-TradingHKUDS/Vibe-TradingPublic

    "Vibe-Trading: Your Personal Trading Agent"

    Python 29.6k 4.8k