JobMate
AI Job Application Copilot
A local-first AI workflow for turning resumes and live job descriptions into actionable application drafts.
Building useful AI systems,not AI demos.
Building practical AI systems with Agents, RAG, workflows and local-first tools.
AI Job Application Copilot
A local-first AI workflow for turning resumes and live job descriptions into actionable application drafts.
工业设备调试 RAG 知识库助手
A knowledge-base assistant that lets frontline staff query equipment manuals, commissioning documents and fault records in plain language.
建筑施工方案 AI 生成与审核系统
A multi-stage AI system for construction-plan generation and review, combining retrieval, deterministic tools and agent workflow orchestration.
01
AI Job Application Agent Skill
An open-source job-application Agent Skill for Claude and Codex, covering research, application preparation, ATS assistance and tracking.
OPEN SOURCEMIT
02
Semantic Parent Refresh Namespace Boundary Fix
Fixed semantic parent refresh crossing into invalid namespace roots and added regression coverage for valid and invalid semantic-root boundaries.
Problem Before Model
Solve the business problem first. Choose the model after.
Workflow Before Agent
If a workflow can solve it, it doesn't need an agent. Autonomy is a cost, not a feature.
Evaluate Retrieval
RAG is not a vector database with a prompt on top. Retrieval has to be measured.
Started exploring Generative AI & LLMs.
AI application development & training.
AI development in production-oriented scenarios.
Agent Engineering / RAG Evaluation / AI Coding / Open Source.
Agent Architecture
Agent Loop / State / Executor / Tools
RAG Evaluation
Hit@K / MRR / Retrieval Quality / Ranking Quality
Local-first AI
Privacy-first AI product architecture
AI Coding Agents
Claude Code / Codex / Agentic Software Engineering