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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

XGEN 2.0 ๊ถŒํ•œ ๋ชจ๋ธ ๋ฆฌํŒฉํ† ๋ง: Group โ†’ Role ๊ธฐ๋ฐ˜์œผ๋กœ 6๊ฐœ ๋งˆ์ดํฌ๋กœ์„œ๋น„์Šค ์ผ๊ด„ ๋งˆ์ด๊ทธ๋ ˆ์ด์…˜2026-04-13
api-to-tools: ์–ด๋–ค API๋“  LLM ๋„๊ตฌ๋กœ ๋ณ€ํ™˜ํ•˜๋Š” 5๋‹จ๊ณ„ Fallback ๋””์Šค์ปค๋ฒ„๋ฆฌ ์ „๋žต2026-04-13
graph-tool-call v0.19: Tool Result ์ง€๋Šฅํ˜• ์••์ถ•์œผ๋กœ 76K โ†’ 116 ํ† ํฐ (97.6% ์ ˆ๊ฐ)2026-04-13
sonlife ์ž์œจ ์—์ด์ „ํŠธ ๋ฃจํ”„: ์˜ˆ์‚ฐ Hard-Stop ยท HITL ๊ฒŒ์ดํŠธ ยท MS Graph ์‹ค์‹œ๊ฐ„ Push ์„ค๊ณ„2026-04-13
Cohere Transcribe STT Provider ๋„์ž…: ํ•œ/์˜ ์ฝ”๋“œ์Šค์œ„์นญ๊ณผ HF Gated Repo ์ž๋™ ์ธ์ฆ2026-04-13

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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 7 1

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

    Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.

    Python 29 1