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aznikline/README.md

Hi, I'm Mason 👋

🌐 Personal site: aznikline.github.io

I build systems at the boundary of AI agents, quantitative research, and low-level engineering — and I learn by writing source-first implementations I can actually read end to end.

What I'm working on

  • 🤖 nanoagent — a source-first study of how agent capabilities accumulate: tool calling → memory → subagents → teams → context compaction → safety, one chapter at a time in ~100 lines of Python each.
  • 📊 alpha-mining-system — a modular Alpha factor mining platform (genetic programming + DeepAlpha + WorldQuant-style expression engine) across A-share and US markets.
  • 🛡️ OSINT & AI security tooling — actively contributing to maigret (3000+ site username dossier) and following shannon (white-box AI pentester).
  • 🧱 oslab — an aarch64 microkernel with capability-based IPC, scheduler, and memory design (private, in progress).

The thread

My work has moved through a few areas, but the connective tissue is the same: take something usually hidden behind a framework, and rebuild it small enough to understand completely — visual trackers, RL agents, factor engines, and now LLM agents and kernels.

Currently

  • 🔭 Experimenting with agent safety boundaries (Voight-Kampff empathy tests for AI agents) and context handoff patterns.
  • 🌱 Sharpening systems programming on a from-scratch microkernel.
  • 📫 Reach me via aznikline.github.io, GitHub issues, or discussions on any repo above.

More old work in sc2018, CC150, SSSRNet, YouTubeBB — the place where I started.

Pinned Loading

  1. alpha-mining-system alpha-mining-system Public

    Alpha 因子挖掘系统 v3.0 — 模块化自动化因子挖掘平台 (表达式/遗传编程/深度学习三模式, A股+美股, CLI+Streamlit+Notebook)

    Python 5

  2. nanoagent nanoagent Public

    If you can read ~100 lines of python, you understand agents

    Python 3

  3. interview interview Public

    带工程化工具链(内容索引/文档lint/进度看板)的中文面试工程库 — 后端/算法/系统设计/OS/LLM/AI Infra/AI编译器

    Python 1

  4. maigret maigret Public

    Forked from soxoj/maigret

    🕵️‍♂️ Collect a dossier on a person by username from 3000+ sites

    Python