⭐ Code Less, Architect More 🚀
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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. 💫
Outside tech: Road cycling enthusiast 🚲, following Grand Tours & Monuments; writing blogs, cultivating digital gardens, and staying curious beyond the screen. |
🌏 Earth Online Player · Builder · 🚲 📍 Taiyuan · NUC · 💼 Seeking 2027 SWE Internships 🌱 Core Java / Python Agent Fullstack |
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
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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.
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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.
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Evolving from
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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
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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.
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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.
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Last updated: September 2026








