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🔮 AI Prism

English | 简体中文

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Two lenses, one prism — refracting the AI world through external insights and internal practice.

License: MIT Bilingual


🌈 What is AI Prism?

AI Prism is a bilingual (ZH + EN) daily journal that refracts the AI world through two lenses:

  • 🔭 External Lens — Daily AI insights: deep dives into GitHub open-source projects, AI architecture analysis, startup and pain-point observations
  • 🤖 Internal Practice — The narrative series "Yason and His Roberts": the true story of a human and his AI agent team

🔮 The Prism Metaphor

graph LR
    subgraph Input["🌐 AI World"]
        A1["GitHub Trending"]
        A2["Papers & ArXiv"]
        A3["Startups & Products"]
        A4["Real Projects & Pain"]
    end

    subgraph Prism["🔮 AI Prism"]
        P["Prism"]
    end

    subgraph Lens1["🔭 External Lens"]
        B1["Open-Source Deep Dives"]
        B2["Architecture Analysis"]
        B3["Weekly Trending"]
    end

    subgraph Lens2["🤖 Internal Practice"]
        C1["Agent Orchestration"]
        C2["Cost & Quality"]
        C3["Team Culture"]
    end

    Input --> P
    P -->|"refraction #6366f1"| Lens1
    P -->|"refraction #ec4899"| Lens2

    style Input fill:#1a1035,stroke:#6366f1,color:#e0e7ff
    style Prism fill:#2e1065,stroke:#818cf8,color:#e0e7ff
    style Lens1 fill:#1e1044,stroke:#6366f1,color:#a5b4fc
    style Lens2 fill:#2a0a2e,stroke:#ec4899,color:#f9a8d4
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📖 Table of Contents

Part I: 🔭 External Lens

Daily AI industry insights — deep dives, architecture analysis, weekly trending

Day Topic English 中文
01 While You're Still Hand-writing Vector Search, I Compressed Indexes by 95% with Rust EN 中文
02 I Used All 4 AI Coding Tools — Here's the One I Kept EN 中文
03 Why Does Your AI Assistant Keep Forgetting? I Tried 5 Cures EN 中文
04 3 Ways AI Startups Die — and 90% of Founders Walk Right Into Them EN 中文
05 MCP Is Six Months Old — What Has It Actually Changed? EN 中文
06 6 AI Skill Projects — I Picked These 3 EN 中文
07 What Does an MCP with 1M Daily Calls Look Like? EN 中文
08 I Read 6 Papers and Only Remembered 3 Conclusions EN 中文
09 I Hit Pitfalls in All 8 Frameworks — Here's the One I Chose EN 中文
10 Top 5 Hottest AI Projects on GitHub This Week EN 中文
11 I Built an MCP Server in 200 Lines of Code EN 中文
12 Why Does Your Writing Sound Like AI? I Found the Antidote EN 中文
13 I Tried All 6 Frameworks — Only 2 Are Production-Ready EN 中文
14 What Can AI Agents Actually Do Now? I Drew a Map EN 中文
15 What Happened in AI This Week? 5 Big Things EN 中文
16 The Vector Search Bottleneck, Broken by a Rust Project EN 中文

Part II: 🤖 Yason and His Roberts

The true story of a human and his AI agent team — 14 months from zero to 7×24

Ch Title English 中文
01 The First Roberts — Birth of an AI Manager EN 中文
02 Team Division — Production, Operations, Collaboration EN 中文
03 Communication — From CLI to LLM EN 中文
04 Memory — How to Make AI Remember Everything EN 中文
05 The Art of Debate — Multi-Model Deliberation EN 中文
06 Cost vs Quality — Routing Economics EN 中文
07 Assigning Tasks — Decomposition & Tracking EN 中文
08 Who Reviews Roberts? — QA & Acceptance EN 中文
09 Don't Let Roberts Run Wild — Security & Permissions EN 中文
10 When Roberts Crash — Recovery & Fallback EN 中文
11 Good Tools — Ecosystem & API Integration EN 中文
12 The Brain — Knowledge Base & Memory Upgrade EN 中文
13 (Missing)
14 Stop Burning Money — Budget & Cost Control EN 中文
15 Culture Building — Norms & Code of Conduct EN 中文
16 See Through Roberts — Observability & Monitoring EN 中文
17 The Avengers — Multi-Agent Collaboration EN 中文
18 Where Do Humans Stand? — Division of Labor EN 中文
19 Make Roberts Smarter — Feedback Loops & Improvement EN 中文
20 Advanced — Prompt Engineering, Context & Caching EN 中文
21 The Future Is Here — The Next Phase EN 中文

Part III: 🚀 GitHub AI Open-Source Column

Tracking the fastest-growing AI open-source projects on GitHub — deep dives, architecture analysis, and real-world use cases

# Project Stars Topic Article
01 Career-Ops ⭐ 51,912 AI Job Search / Anti-ATS 中文
02 last30days-skill ⭐ 30,748 AI Agent Skill / Info Aggregation 中文
03 Agent-Reach ⭐ 20,000+ Cross-platform Scraping / MCP 中文
04 OpenMed ⭐ 15,000+ Medical AI / Local-first / Privacy 中文
05 Turbovec ⭐ 12,000+ Vector Search / Rust / RAG 中文
06 WhichLLM ⭐ 3,233 Local LLM / Hardware Detection 中文
07 Tolaria ⭐ 12,827 Knowledge Management / Markdown 中文
08 System Prompts ⭐ 136,000+ Prompt Engineering / OSINT 中文
09 MemPalace ⭐ 52,000+ AI Memory / LongMemEval 中文
10 CodeGraph ⭐ 28,400+ Code Knowledge Graph / Tree-sitter 中文

📜 License

MIT · 2026


"AI won't replace people, but it will replace people who don't use AI."

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AI Prism — 中英双语AI行业观察日志,折射AI世界的两面:外部洞察(开源/架构/创业)与内部实践(Yason & His Roberts Agent Team)

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