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合意猬

一只有品的刺猬

Building things that matter

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Have the courage to follow your heart and intuition.
Steve Jobs

01 / AGENTS

orchestration layer

Building things that think in loops

OrchestrationContext managementAG-UIAgentic workflow

02 / LLM

post-training

Shaping the model after pretraining

SFTRFTGRPODistillation

These are the tech stacks that I'm familiar with

03 / FULL STACK

ship surface

From idea to shippable in a weekend

ReactNext.jsshadcn/uiSwift

04 / PRODUCTION

ship & keep shipping

Taking AI from demo to reliable

ObservabilityLLM-as-judge evalsModel gatewayGuardrails
Autonomous Ops

SRE Agent

Autonomous incident response: Datadog alert → LLM investigation → auto-fix → GitHub PR.

Confidence × severity matrix decides autonomy level. Claude Code in CodeBuild for isolated fixes.

PythonStrandsDatadog MCPAWS CodeBuild
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Full-Stack AI

Copilot Scaffold

Production-ready scaffold for full-stack AI agents with CopilotKit + LangGraph.

Bidirectional state sync, AG-UI protocol, type-safe frontend-to-agent bridge.

Next.jsReactLangGraphFastAPI
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Game AI

CC-STS

AI agent that plays Slay the Spire 2 autonomously via pure LLM reasoning.

No hardcoded strategy — every decision is LLM reasoning over a searchable knowledge base.

Claude CodeMCPPythonKnowledge Base
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Agent Orchestration

CloudMate

From one sentence to a coordinated agent team. No dashboards. No servers. Just planning.

Classifies intent, generates task DAG, executes solo or spawns Agent Teams in tmux.

Claude CodeAgent TeamstmuxGit Worktrees
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Video Generation

Product Video

You describe your app. It creates the video. AI-powered product video pipeline.

14 text animations, 6 backgrounds, 10 image transforms. Remotion rendering.

RemotionReactFFmpegClaude Code
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Knowledge Graph

Domain Memory

Temporal knowledge graph for personal journals with autonomous optimization.

Decay-weighted relationships, smart briefings, self-tuning eval loop.

LangGraphSupabaseNeo4jGemini
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projects
Creative AI

Copilot Storyboard

AI-powered storybook generator with real-time streaming and human-in-the-loop.

Hierarchical LangGraph subgraphs with context isolation and AG-UI interrupt protocol.

CopilotKitLangGraphAG-UIReact
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RAG Infrastructure

Supa RAG Scaffold

The source of truth for LLM-assisted RAG setup. Rich content, minimal metadata.

RRF (BM25 + Vector) + Graph search. Gemini embeddings. Supabase backend.

SupabaseGeminiLangGraphPostgreSQL
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Mobile App

衣半 (Yiban)

Weather-based outfit recommendation app with soft minimalist editorial design.

SwiftUI native. Real-time weather → personalized clothing suggestions.

SwiftUIWeatherKitObservableCoreLocation
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Remote Control

CC × Telegram

Remote monitoring and control of Claude Code sessions through Telegram.

Real-time notifications, remote commands, interactive Q&A via Telegram buttons.

PythonTelegram Bot APItmuxClaude Code
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Writing Partner

2X

Turn your daily work into social media posts. X, LinkedIn, Reddit.

Collects GitHub commits, browser history, chat sessions. You shape the draft, it publishes.

OpenClawChrome MCPLLMCLI
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readme.md

Building either dev tool or an actual product.

Currently working with K-12 education AI.