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SonAIengine/README.md

Building and operating Rust-based commerce search engines, LLM Serving/RAG pipelines, and K8s infrastructure automation.

Documenting 252+ tech posts on SON BLOG.


About Me

🎓 Education Korea University Graduate School of SW·AI (M.S. in AI, 2026~)
Hanyang University B.S. in Urban Engineering
📍 Location Seoul, Korea
✉️ Email sonsj97@plateer.com · sonsj97@gmail.com
📝 Blog infoedu.co.kr — 252+ tech posts

Featured Projects

Project Description Stack
runway Universal K8s deployment platform — Helm + ArgoCD + Reusable GHA, expanding to MLOps Helm K8s ArgoCD
graph-tool-call Graph-based LLM tool retrieval — reduces token cost & improves accuracy Python Neo4j
ku-portal-mcp Korea University KUPID portal MCP Server — notices, LMS, timetable, scholarships Python MCP
devhub-social Multi-platform social client — Dev.to, Bluesky, Twitter/X, Reddit Python async
gwanjong-mcp AI social agent — automated dev community promotion (scout → draft → strike) Python MCP
mcp-pipeline Stateful Pipeline framework for MCP — stores/requires pattern TypeScript MCP
workstream-kb Email & Teams → AI-generated daily work report automation Node.js Claude
ai-api-lint AI-friendly API linter — validates LLM tool-calling readiness Python OpenAPI

Blog Categories

Category Posts Topics
🔍 Search Engine 90 Rust, OpenSearch, Qdrant, Semantic Search, Redis
🤖 AI / ML & LLM 58 GPU Serving, Embedding, Fine-tuning, RAG, XGEN
💻 Full Stack 56 Python, NestJS, React, Next.js, PoC
🐳 DevOps / Infra 36 K8s, ArgoCD, Docker, CI/CD, K3s

Tech Stack

Languages
Python Rust TypeScript JavaScript Go

AI & Search
PyTorch OpenSearch Elasticsearch Qdrant

Backend & Frontend
FastAPI NestJS Next.js React

DevOps & Infra
Kubernetes Docker ArgoCD Jenkins Linux


GitHub Stats

GitHub Stats   Top Languages

GitHub Streak



Activity Graph

Recent Blog Posts

AI에게 모델 개발을 맡기고, 시스템에는 의심을 맡겼다: 원티드 AI 해커톤 출품기2026-09-27
사람이 다음 실험을 고르지 않았다: Agent 자율 모드로 ML 해커톤에 출전한 기록2026-09-27
AI가 오류 없이 같은 말만 반복할 때: 대화 정체 감지와 재생 카나리 만들기2026-09-26
아이폰이 잠겨도 AI 코딩 작업은 계속된다: SSH 재접속과 분리 실행 설계2026-09-12
graph-tool-call: LLM Agent를 위한 그래프 기반 도구 검색 엔진2026-09-10

Snake animation



Blog   Email   Gmail

Pinned Loading

  1. graph-tool-call graph-tool-call Public

    Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.

    Python 17 3

  2. PlateerLab/synaptic-memory PlateerLab/synaptic-memory Public

    Knowledge graph + MCP tool server for LLM agents with hybrid retrieval, live DB sync, Korean FTS, and memory feedback.

    Python 33 1