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Part 1 — RAGFlow Intro Part 1 — 全景架構 — 從一份 PDF 到一句帶引用的答案

RAGFlow 原始碼導讀系列第一篇:用一張全景圖與兩條資料路徑,說清楚這個 9 萬星的開源 RAG 引擎由哪些子系統組成、一份 PDF 進來之後經過哪些階段、以及它在架構上做了哪些與眾不同的取捨。

·17 min aiengineering

Cloudflare AI 安全稽核系統(一):六階段 Multi-Agent Pipeline 全解析

Cloudflare 開源了內部 AI 安全稽核系統 security-audit-skill——一個教科書級的六階段 Multi-Agent Pipeline:Recon→Hunt→Validate→Report→Structured Output→Verify,本篇拆解整個架構設計與核心設計決策

·18 min aiengineering

開源 LLM Post-Training 全攻略:從 SFT 到 RLHF,手把手帶你訓練 Qwen

全面介紹開源 LLM 的 Post-Training 方法,包含 SFT、RLHF、DPO、ORPO、持續預訓練等技術,以 Qwen 為範例,深入分析各方法的優缺點、所需資源與適用場景,幫助你選擇最合適的訓練策略。

·17 min ai

SpotifyMCP2: Control Spotify with Claude via the Model Context Protocol

A deep dive into SpotifyMCP2, an open-source Model Context Protocol server that integrates Claude with the Spotify Web API. Learn how it works, how to set it up, and how to extend it. Covers MCP architecture, OAuth2 flow, TypeScript design, and all 8 exposed tools.

·12 min aiengineeringtools

finance_data: A Python Toolkit for Downloading SEC Financial Filings from EDGAR

A complete guide to the finance_data open-source project: a Python-based toolkit for downloading SEC EDGAR financial reports including 10-K annual reports, 10-Q quarterly filings, and 13-F institutional holdings. Covers setup, usage examples, and the underlying architecture.

·10 min engineeringfinancetools