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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

๐ŸŽ“ Education Korea University Graduate School of SWยทAI (M.S. in AI, 2026~)
Hanyang University B.S. in Urban Engineering
๐Ÿ“ Location Seoul, Korea
โœ‰๏ธ Email sonsj97@plateer.com ยท sonsj97@gmail.com
๐Ÿ“ Blog infoedu.co.kr โ€” 252+ tech posts

Featured Projects

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

Blog Categories

Category Posts Topics
๐Ÿ” Search Engine 90 Rust, OpenSearch, Qdrant, Semantic Search, Redis
๐Ÿค– AI / ML & LLM 58 GPU Serving, Embedding, Fine-tuning, RAG, XGEN
๐Ÿ’ป Full Stack 56 Python, NestJS, React, Next.js, PoC
๐Ÿณ 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 ย  Top Languages

GitHub Streak



Activity Graph

Recent Blog Posts

์ฒดํ—˜์กด ํ”„๋กœ๋น„์ €๋„ˆ: ์‹ ์ฒญ ํ•œ ๊ฑด์œผ๋กœ ๊ฒฉ๋ฆฌ๋œ ๋ฉ€ํ‹ฐํ…Œ๋„ŒํŠธ ์Šคํƒ์„ ์ž๋™ ๋ฐœ๊ธ‰ํ•˜๋‹ค2026-06-13
graph-tool-call v0.20 ๊ฐœ๋ฐœ๊ธฐ: RPC ํƒ์ง€์—์„œ Plan-and-Execute ์ปดํŒŒ์ผ๋Ÿฌ๊นŒ์ง€2026-06-09
XGEN Canvas Chat์™€ Harness ์ปดํŒŒ์ผ: ๋Œ€ํ™”ํ˜• ์›Œํฌํ”Œ๋กœ์šฐ๋ฅผ ์‹คํ–‰ ๊ฐ€๋Šฅํ•œ ์—์ด์ „ํŠธ ํŒŒ์ดํ”„๋ผ์ธ์œผ๋กœ ๋งŒ๋“ค๊ธฐ2026-06-09
XGEN MCP ํ์‡„๋ง ๋ฒˆ๋“ค ์‹œ์Šคํ…œ: ์™ธ๋ถ€๋ง ํŒจํ‚ค์ง€๋ฅผ .tar.gz๋กœ ๋ฌถ์–ด ์›ํด๋ฆญ ๋„๊ตฌ ์„ธ์…˜๊นŒ์ง€ ์—ฐ๊ฒฐํ•˜๊ธฐ2026-06-09
XGEN Workbench ๋ถ„์‚ฐ ์‹คํ–‰ ์ธํ”„๋ผ: KVM ์ปดํ“จํŠธ ํ’€, GPU ์›Œ์ปค, PriorityClass, NetworkPolicy๊นŒ์ง€2026-06-09

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

    Graph-based tool retrieval for LLM agents โ€” 248 tools โ†’ 82% accuracy, 79% fewer tokens. Zero dependencies. OpenAPI / MCP / LangChain.

    Python 16 4

  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