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Aafff623/README.md

threetwoa banner

Hello, I'm threetwoa
⭐ Code Less, Architect More 🚀

Hello! I'm a third-year Software Engineering student @ North University of China. 😘 Focused on Java microservices & middleware, LLM runtime internals, and Spec-driven Coding under engineering harnesses, prioritizing maintainability and system boundaries. 💫

  • Self-developed highlights:
      🔹 Maintaining wolfcha (AI Werewolf social deduction with dynamic multi-agent persona scheduling & modern UI)
      🔹 Porting & maintaining pane (OpenUsage Windows tray port, real-time quota dashboard for 15+ AI providers)
      🔹 Co-developing AgentCFO (DAO treasury policy compliance & on-chain approval automation, hackathon finalist)
      🔹 Building simple-ai-code-helper (Spring Boot + LangChain4j + MCP AI coding assistant)
      🔹 Customizing fork-Firefly (Astro-based blog & digital garden fork with automated agent publishing pipelines)
  • Harness Engineering & TTA Toolchain: Turning spec-driven experience into reusable engineering assets; open-sourcing the TTA skill fleet — tta-init (governance baseline for agent maintenance) · tta-html (interactive HTML showcase & slides) · tta-visual (high-fidelity generative visual assets) · tta-tone (natural humanized copywriting & review) · tta-ppt (presentation slide generators) · tta-frontend (production-ready web templates); plus cross-harness sync via harness-sync.
  • Open Source & Fullstack Engineering: Re-architected & shipped sky-out-ai (AI-enhanced takeout platform, 3-tier runnable, customer service RAG); deep-dived fork-yu-rpc (Java RPC framework) & fork-yu-picture (collaborative cloud gallery); actively maintaining fullstack and community repos: ResumeWise · fork-Firefly · fork-daybook · fork-mianshiya · fork-sql-mother etc.

Outside tech: Road cycling enthusiast 🚲, following Grand Tours & Monuments; writing blogs, cultivating digital gardens, and staying curious beyond the screen.

threetwoa hero
🌏 Earth Online Player · Builder · 🚲

📍 Taiyuan · NUC  ·  💼 Seeking 2027 SWE Internships
🌱 Core Java / Python Agent Fullstack


Focus: Architecture & Ecosystem   30+ Open Source Repositories

GitHub      Zhihu      X      WeChat      Bilibili      Telegram      YouTube      Email      Blog      Digital Garden


⚡ Building the Agent Workflow

For daily Agent Coding Workflows, configuring an extensive Harness ecosystem is essential🤔—the complete execution environment exposed to the model, including MCPs, Skills, Hooks, Subagents, System Prompts, global and role-specific rules, and app/plugin marketplace integrations. Multimodal capabilities like image, video, and audio generation are packed into the Harness environment for agents to discover and orchestrate autonomously. Finally, tasks are tiered by complexity and project scope across different models for maximum leverage. Current workflow distribution (iteratively maintained and updated) 🥳:

  • 🧭 Trends & Social Signals: Grok / Gemini (former for trends, hot topics, and new product discoveries; latter primarily as a multimodal workbench);
  • 🔬 Deep Research & Detailed Design: Opus / Sol (in-depth research, system architecture, and technical decomposition);
  • Core Architecture & Primary Coding: GLM 5.3, K3, Terra.. (fine-grained refactoring and long-term maintenance);
  • 🛠️ Lightweight Tasks & Agile Assists: Typically Flash-tier models like Gemini, GLM, DeepSeek, and Grok handling fast, lightweight, small-scope tasks;
  • 📑 Daily Productivity & Team Collaboration: Kimi / Doubao / GPT

🛠️ Tech Stack

Frontend & Fullstack
Vue TypeScript UniApp Astro Node.js

Java / Spring
Java Spring Boot Spring MVC MyBatis-Plus Sa-Token

Middleware & microservices
MySQL Redis MongoDB MinIO RocketMQ Netty Nacos Gateway

AI / agents
LangChain4j Qwen / DashScope Model Context Protocol Retrieval-Augmented Generation

Systems / inference — competition proof
vLLM HIP / ROCm Hygon DCU Biren GPU

Python
Python Django Flask

DevOps
Docker Git Linux

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🏆 Competitions

Lead Cup · vLLM on Hygon DCU

2026 全国大学生计算机系统能力大赛 · 智能计算创新设计赛(先导杯)赛题 1 · Team 翻斗花园

Proof split: official best anchor is 87.7839 / 100 · #26 / 132 · SLA 0 · precision 0; our own best anchor is 87.6933 / 100, with 4k–8k / 8k–16k / 16k–32k throughput 20.39 / 18.29 / 14.61 tok/s and precision 0.

Workload: raise long-context Qwen throughput on a fixed domestic DCU at concurrency=1, under TTFT/TPOT P99 SLA (input mix 4k–8k / 8k–16k / 16k–32k).

Validated recipe: fused shared-gate ON · LPK stages=1 · Gather-FA ≤16K · rocBLAS + TunableOp · LPK prefetch. vs official baseline smoke: TTFT P99 −61%–87% · TPOT P99 ≈ −35% · throughput +7%–24%.

GitLab Submission   Source mirror

vLLM Hygon DCU HIP / ROCm PyTorch Qwen

AI4S · 书生国智科探挑战赛

2026 书生国智科探挑战赛暨飞翔杯 AI Agent/Skills 开发大赛 · Shanghai AI Lab × Biren · Track 5 模型与算子 · Team 翻斗花园

Live board: public NS64 rel-L2 0.035115 · tag dualview_r2 · report v9 · Spectral idle 3.811 / 8.054 / 29.560 ms @64/128/256 · worst rel ≈ 2.17e-7 (≤1e-4) · ranking pending

Problem: ship a Biren-native Spectral Convolution (SUPA / Extension) and reuse it inside ≥4-layer FNO-NS on the public 64×64 Navier–Stokes set (1000/128) — Agent/Skills log required (~15%).

Evidence: formal Spectral idle frozen; chain CPU↔SUPA <1e-4; Pred/GT viz on public NS64; Agent log 35+ reviewed segments with abort/NO_SIGNAL discipline (no silent promote).

Source repository   Competition site

Biren 106B SUPA FNO PyTorch Cursor Agent

2026 National Collegiate Computer System Capability Competition 书生国智科探挑战赛 — Shanghai AI Lab × Biren

📊 GitHub Stats

GitHub stats Top languages

🌟 Classic Projects

A treasury assistant for DAO operators 🤠 powered by Cobo Agentic Wallet. Automates payout proposals, policy compliance checks, and multi-party on-chain approvals, replacing fragmented spreadsheets and manual transfers. Hackathon finalist prototype.

  • Track: Cobo · Agentic Economy × CAW
  • Role: Frontend lead; designed and built the web landing page and operator console
  • Flow: Contribution records & budget rules → automated payout plan → deterministic policy checks → multi-party human approval → on-chain execution & audit log
  • Proof: Two end-to-end verified settlements on Sepolia testnet (external payment + internal transfer)
  • Stack: Next.js · TypeScript · FastAPI · Cobo CAW

Live demo   Repository

Next.js React TypeScript Tailwind CSS Framer Motion FastAPI Cobo CAW

AgentCFO banner

📚 What I'm Learning

Active

⚡ Java Microservices & Distributed Resilience

Systematically organizing microservice governance (Spring Cloud Alibaba, Nacos, Sentinel, Gateway) and middleware reliability. Building a distributed delay-delivery system focused on high-concurrency peak shaving, zero message loss, and cluster failover.

Spring Cloud RocketMQ Nacos Sentinel

Prototype

🔬 Agent Core Engineering & Production Evals

Exploring LLM gateway routing, stateful Agent Loops with checkpoints, MCP tool runtimes, and hybrid-retrieval RAG. Customizing enterprise Dify knowledge bases and workflows, alongside Subagent orchestration, Golden Datasets, and LLM-as-Judge automated evals.

Agent Loop Checkpoint Dify Plugins Evals

Active

🧭 Spec-Driven Development (SDD) & Paradigms

Evolving from Prompt → Context → Harness → Loop Engineering, using discipline to shrink human-agent gaps and force clearer architecture thinking. Practicing Spec-Kit and OpenSpec upfront contracts to align cognition, connecting dual-track iteration with MCP-assisted E2E testing to catch broken business paths early.

Spec-Kit OpenSpec Dual-Track E2E MCP

Explore

🔌 Plugin Ecosystems & Cross-Harness Governance

Diving into DSH plugin internals—contributing an enhancement plugin to the official community while developing another workflow plugin from scratch. Syncing multi-agent configs with custom harness-sync, and distilling practical workflows into the TTA skill fleet toward spec-driven development.

DSH Plugins harness-sync TTA Skills

Lab

🧪 Agentic Product Delivery & Proactive Triggers

Tinkering with Grokbot interactions, proactive listening, and automated monitoring workflows. Moving from idea to prototype (PM → Builder), weaving persistent memory, proactive triggers, and Generative UI into real application scenarios.

Grokbot PM➔Builder Active Loop Generative UI

Prototype

🚢 Indie Shipping & Global Monetization

Connecting mobile apps and mini-programs with international payments (Stripe). Letting information drive development while filling gaps with AI, validating real demand and indie shipping paths with lean MVPs.

Mobile App Mini Program Global Stripe MVP


📈 Activity

contribution snake


Last updated: September 2026

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  1. fork-Firefly fork-Firefly Public template

    Astro 静态博客 · Firefly 二次开发 · 配置驱动与 Agent 发文流水线

    Astro 1

  2. oil-oil/wolfcha oil-oil/wolfcha Public

    AI-powered Werewolf (Mafia) social deduction game where every player is controlled by top LLMs like DeepSeek, Qwen, Gemini, and more

    TypeScript 698 62

  3. ItsJazii/pane ItsJazii/pane Public

    Pane tracker: all your AI plans in one Windows tray. Claude, Codex, Cursor, Copilot, Kimi, Grok and 15 more. Free, open source. The OpenUsage port for Windows.

    Rust 39 6

  4. San-Y108/agent-cfo San-Y108/agent-cfo Public

    AgentCFO | DAO AI 财务官 — Cobo Agentic Commerce 赛道

    Python 3 1