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Aafff623/README.md

threetwoa banner

Hello, I'm threetwoa
⭐ Code Less, Architect More 🚀
🤖 Models secure the baseline; experience expands the frontier.

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:
      🔹 Customizing fork-Firefly (Astro-based blog & digital garden fork with automated agent publishing pipelines)
      🔹 Co-developing AgentCFO (DAO treasury policy compliance & on-chain approval automation, hackathon finalist)
      🔹 Porting & maintaining pane (OpenUsage Windows tray port, real-time quota dashboard for 15+ AI providers)
      🔹 Maintaining wolfcha (AI Werewolf social deduction with dynamic multi-agent persona scheduling & modern UI)
      🔹 Building simple-ai-code-helper (Spring Boot + LangChain4j + MCP AI coding assistant)
  • 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 React Next.js TypeScript UniApp Astro Tailwind CSS Vite Framer Motion GSAP

Node.js / real-time
Node.js Socket.IO Prisma Vitest

Java / Spring
Java Spring Boot Spring MVC Spring Cloud Alibaba MyBatis-Plus Sa-Token OpenFeign Sentinel Seata Spring Security

Distributed systems
RPC gRPC etcd Vert.x Rust

Middleware & data
MySQL Redis MongoDB RabbitMQ Kafka Elasticsearch PostgreSQL Supabase MinIO RocketMQ Netty Nacos Gateway Milvus FAISS Redisson Canal XXL-Job

AI / agents
LangChain4j Claude Code Cursor Codex Skills LangGraph4j LangGraph Spring AI Qwen / DashScope Model Context Protocol Retrieval-Augmented Generation OpenAI Agents SDK Dify LiteLLM Ragas DeepEval CrewAI Agentic UI Harness Agent Loop Agent

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

Python
Python FastAPI Django Flask Pydantic SQLAlchemy httpx Celery asyncio pytest

Web3
Ethers.js Viem Wagmi Smart Accounts Session Keys

DevOps & observability
Docker Kubernetes Harbor Nginx Git GitHub Vercel Linux ELK SkyWalking Grafana Prometheus

animated chibi tech guardian with looping pixel signal rail and sword-dance effects

🏆 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

Studying microservice governance (Spring Cloud Alibaba, Nacos, Sentinel, Gateway) and middleware reliability while building a distributed delay-delivery system for high-concurrency traffic shaping, zero message loss, and cluster failover.

Spring Cloud RocketMQ Nacos Sentinel

Prototype

🔬 Agent Runtimes & Production Evals

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

Agent Loop Checkpoint Dify Plugins Evals

Active

🧭 Spec-Driven Development (SDD)

Using Prompt → Context → Harness → Loop Engineering to reduce human-agent gaps and sharpen architecture decisions. Practicing Spec-Kit and OpenSpec contracts with dual-track iteration and MCP-assisted E2E tests to catch broken business paths early.

Spec-Kit OpenSpec Dual-Track E2E MCP

Explore

🔌 Plugin Ecosystems & Config Sync

Studying DSH plugin internals, contributing an enhancement plugin to the official community, and building another workflow plugin from scratch. Using harness-sync to align multi-agent configs and distill practical workflows into the TTA skill fleet for spec-driven development.

DSH Plugins harness-sync TTA Skills

Lab

🧪 Agentic Products & Proactive Automation

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

Grokbot PM➔Builder Active Loop Generative UI

Prototype

🚢 Indie Shipping & Payments

Connecting mobile apps and mini-programs to international payments (Stripe). Using information to guide development and AI to fill gaps, then validating 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 706 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 45 7

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

    AgentCFO | DAO AI 财务官 — Cobo Agentic Commerce 赛道

    Python 3 1