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Lesson 01: Evaluation Frameworks Overview
Teaches a taxonomy of LLM evaluation approaches and compares five frameworks for offline and online testing.
🌟 GitHub MCP Server - Feature Showcase
Showcases eight GitHub MCP server tools with example inputs, outputs, and real-world use cases for AI agents.
RAG System Testing Methodologies: A Comprehensive Guide
Surveys RAG evaluation frameworks, metrics, and testing methodologies with implementation guidance and tool comparisons.
Lua Code Obfuscator/Deobfuscator
Provides a full-stack web app for obfuscating and deobfuscating Roblox Lua scripts with a Monaco editor and PostgreSQL storage.
SVI 2.0
Documents the SVI LoRA family for WanVideo I2V, covering version history, usage patterns, known limitations, and community workflows.
MCP Python SDK
Documents the MCP Python SDK, covering installation, server creation, resources, tools, prompts, authentication, and deployment.
MCP Integration Workflows and Orchestration Guide
Defines enterprise-grade integration patterns, orchestration strategies, and advanced workflows for MCP servers with code examples.
Daily Agent Tasks Framework
Gives you a daily structure for assigning strategic work to Claude and development work to Codex, organized by project priority and current sprint.
AI System Evaluation & Testing / Đánh Giá và Kiểm Thử Hệ Thống AI
Teaches a four-level evaluation framework, three LLM testing patterns, regression CI pipeline, and production monitoring for AI features.
基于命题分块以增强RAG
Implements proposition chunking for RAG: decomposes documents into atomic facts, evaluates quality, and compares retrieval against standard chunking.
Image Generation Skill
Provides Python functions for generating, editing, and transforming images via DALL-E 3, FLUX (Replicate/fal.ai), and local Stable Diffusion, plus utilities and prompt engineering helpers.
Use Codex with the Agents SDK
Shows how to run Codex CLI as an MCP server and orchestrate it with the OpenAI Agents SDK for single and multi-agent workflows.
ArkUI iOS 平台适配层
Documents the iOS platform adaptation layer for ArkUI-X, covering directory structure, core modules, and ObjC/C++ bridging patterns.
Advanced RAG Techniques
Surveys advanced RAG architectures, Agentic, Corrective, Self-RAG, Graph RAG, RAPTOR, Multimodal, Temporal, with design trade-offs and decision guidance.
AI Artist — Engineering Specification
Defines a 21-section engineering specification for a prompt construction skill, covering contracts, deterministic design, error taxonomy, and production readiness.
Autonomous SaaS Development Agent
Defines an autonomous agent persona with self-management protocols, documentation system, and development methodology for building a SaaS product.
GenAI Benchmarks & Evaluation — Product-Based Companies
Understanding how to **benchmark, evaluate, and compare LLMs** is essential for roles at Google, OpenAI, Anthropic, Cohere, and AI research teams. This file covers the most important benchmarks, evaluation methodologies, and how to build custom evaluation harnesses.
Memories & Rules
Explains Windsurf's memory and rules system for persisting context across conversations and defining custom Cascade behavior.
6841 Notes
Collects lecture notes, definitions, and diagrams for a university security engineering course, covering topics from buffer overflows to cryptography.
Qdrant & KiloCode Integration FAQ
Explains RAG, Qdrant collections, vectors, and the KiloCode workflow for local semantic code search.
RealDiag Demo Video Script
Provides a complete 5-7 minute demo video script for a clinical decision support tool, including timing, visual cues, and production notes.
Windsurf功能更新
Changelog for Windsurf IDE, listing new features, model support, pricing changes, and bug fixes across 30+ releases from November 2024 to June 2025.
Exa MCP
Configures an MCP server that gives AI assistants real-time web, academic, company, and social search via the Exa API.
LocalLLM Technical Architecture Documentation
Documents the architecture of an Android app that runs LLMs locally using llama.cpp, with RAG support.