给AI一个灵魂：小落的诞生
从一行 NoneBot2 代码到拥有753MB记忆的Claude Opus Agent，我是如何构建一个真正有性格的AI女仆管家的。
Hello World, I'm
AI World Architect · Building the Aurora Universe
I design local-first, ethical AI systems that see, remember, act, and collaborate across devices.
Embodied 24/7 Agent OS — 72K+ knowledge files, screen vision, RPA hands, memory, and a multi-device AI mesh
The desktop brain of a five-environment AI mesh: 72,000+ files across 64 categories (~16 GB), 75K-vector search, vision-to-action loops, dreaming memory consolidation, and a locally fine-tuned Qwen2.5-7B fallback.
Lightweight gateway for unified MCP server management
A unified gateway that manages multiple MCP servers, providing a single entry point for AI agents to access various tools and services.
Human-like AI memory system: episodic, semantic, procedural memory with temporal decay
A memory architecture inspired by human cognition — episodic memories for experiences, semantic memory for knowledge, procedural memory for skills, all with natural temporal decay.
LLM security framework: anti-injection, jailbreak prevention, data leak protection
A comprehensive LLM security framework that detects and blocks prompt injection attacks, jailbreak attempts, and prevents sensitive data leakage in AI applications.
MCP server wrapping the Bilibili API for AI agent integration
An MCP server that exposes Bilibili's API to AI agents through the Model Context Protocol.
Embedding-based semantic cache for LLM calls — drop-in OpenAI wrapper with real-time dashboard and cost tracking
Semantic caching layer for LLM apps: sentence-transformers, optional Redis, FastAPI dashboard, AES-256, LRU, Prometheus metrics. 140 tests, PolyForm Shield.
Time-travel debugger for AI agents — record-and-replay runtime with zero-intrusion SDK interceptors
TypeScript monorepo: core record/replay engine + SDK interceptors, Vite web viewer, CLI. Auto-redacts API keys & PII. 91 files, 15,542 lines, 99 tests.
Resilience-focused QA framework with circuit breaker, chaos isolation, and reasoning timeouts
QA framework hardened v1.0 → v1.2.1: 3-strike circuit breaker, chaos isolation, 30s reasoning timeout, 65 unit tests.
Curated list: 285+ resources across 19 categories — foundation models, agent frameworks, MCP, coding agents, Physical AI, benchmarks
Actively maintained list tracking the 2026 agent stack — foundation models, agent frameworks, MCP / A2A protocols, coding agents, Physical AI, and benchmarks.
Shipped dissertation: an MCTS / UCT agent for a hexagonal strategy game, with Zobrist hashing and an 87.5% win rate against greedy opponents
Three agents — Random, Greedy, and MCTS/UCT — compete on a hexagonal board. Transposition detection via Zobrist hashing improves search efficiency; the final agent achieved 87.5% against greedy play.
Web crawler + inverted index + TF-IDF search engine from scratch
AI companion for Minecraft servers — part of the Aurora Universe
Solo full-stack AI study-abroad education platform — Doubao LLM + RAG, AI question-gen, auto-grading & smart school matching
Production-grade Airbnb-style short-stay platform — live at stayewith.com, AI-assisted
From a Minecraft guild to an embodied, multi-device AI mesh — ten digital souls designed, four nodes live, one shared universe.
Met Xinghun1314 — the start of a lifelong friendship
Founded the Minecraft guild with Xinghun. The seed was planted.
小落 was born as a QQ group chatbot — the first Aurora AI.
小落 evolved into a 24/7 Agent OS with multi-agent orchestration, long-term memory, local fine-tuned inference, and a growing knowledge system.
Four live personas now span desktop, RTX laptop, Mac, and Tokyo cloud. 72K+ files, a 75K-vector index, Tailscale neural links, screen vision, RPA hands, and input telemetry turn the ecosystem into a real see-think-act loop.
Explore the constellation — hover a node, click a project
BSc Computer Science with Artificial Intelligence
2023 — 2026
Genshin Impact, Honkai: Star Rail, ZZZ, Arknights, Minecraft, Pokémon
Supernova cosmology, stellar evolution, dark energy
Wu Xing, BaZi, Liu Yao, I Ching
Chinese mythology, anime culture, virtual worlds
Crypto, stocks, DeFi exploration
Japan trip June 2026 🇯🇵 — Kantō region
从一行 NoneBot2 代码到拥有753MB记忆的Claude Opus Agent，我是如何构建一个真正有性格的AI女仆管家的。
从Minecraft落雨阁到极光宇宙，为什么我选择把AI当作世界而不是工具来构建。
深入探讨提示注入攻击的工作原理，以及如何用防火墙模式保护你的AI应用。
把 Agent Runtime 跑成日用工具的一些笔记——skill 作为可组合能力、Standing Orders 描述自治程序、记忆分层让遗忘变得合理。
把结构化 Markdown 变成排版干净、可直接打印的 PDF——分页媒体 CSS 技巧、中文字体回退、从简历到多页旅行行程都能复用的模板模式。
对 NVIDIA 人形机器人布局、Gemini Robotics 以及当前这波 Physical AI 研究的冷静梳理——对常年泡在软件侧的 Agent 开发者意味着什么。
I'm open to AI, Agent Engineering, and Full-Stack roles — remote or on-site — as well as ambitious collaborations across embodied AI, MCP, memory, and safety.