All Documents
3,528 documents available
Setup Guide
Walks through installing Ollama, copying plugin files, registering routers, and configuring the Ask AI plugin for Backstage.
SQLite Vector Extension – API Reference
Documents every SQL function and virtual table in the sqlite-vector extension for vector search and quantization.
TreeDex — Comprehensive Documentation
Documents the architecture, API, and internals of a tree-based, vectorless RAG framework available in Python and Node.js.
ConvexCourse Files Documentation
Documents the full file tree and architecture of a Convex-based learning platform with AI, voice, and admin tools.
1. Clone repository
Introduces a multi-agent financial research platform with 7 agents, a LangGraph pipeline, and a dashboard.
Meeting Intelligence CLI - Architecture & Implementation
Documents a hybrid RAG pipeline that extracts grounded sentences before generating answers with a small LLM, reducing hallucination in real-time audio Q&A.
Comprehensive Guide to GenAI Fundamentals
Teaches GenAI fundamentals through definitions, examples, and five hands-on Python exercises using Groq and LlamaIndex.
Setup Guide
Walks through installing dependencies, configuring environment variables for AI and vector database providers, and running the dev server for a RAG chatbot project.
Biomedical RAG Chat Pipeline: End-to-End Flow
Describes a 10-step RAG pipeline for biomedical Q&A using Qdrant, PostgreSQL/pgvector, and Groq Llama 3.3-70b.
EasyRAG: Efficient Retrieval-Augmented Generation Framework for Automated Network Operations
Describes a lightweight RAG framework for network operations that won a competition track, with deployment and inference acceleration.
CMU Advanced NLP Assignment 2: End-to-end NLP System Building
Guides students through building a retrieval-augmented generation system for Pittsburgh/CMU question answering, from data collection to report writing.
MCP Fact-Check Design Document (Enhanced)
Designs an MCP server that validates claims against official MCP specs using embeddings and semantic search.
Interactive Flashcards TUI - Implementation Roadmap
Maps a five-phase build plan for a terminal flashcard app with AI, document support, and RAG features.
Evaluation commands
Defines a 6-phase implementation plan for adding SerpAPI tools, model selection, custom scorers, workflow enhancements, agent instruction improvements, and frontend integration to a governed RAG multi-agent system.
Project Summary
Summarises an ASRR system that builds a private search engine, conversational analyst, and GCP implementation strategist across three phases.
📚 RAG with Mistral - Technical Documentation
Documents a RAG system that retrieves local document context and generates answers using Mistral via Ollama.
Development Diary
Tracks development of a document similarity server with FastAPI, Typer CLI, and sentence embeddings, listing completed phases and usage examples.
DESIGN.md
Documents design patterns, code structures, and integration strategies for an audio generation system with voice cloning and multi-speaker dialogue.
WeightedRAG Setup Guide
Walks through setting up the WeightedRAG pipeline: data prep, chunking, embedding, indexing, and retrieval evaluation.
Development Notes - AI Agent Server
Documents the development process, bugs, agent routing logic, and technical highlights of an AI agent server built with Express.js.
BGData 2.4.1
Lists changes across six releases of the BGData R package for genomic data analysis.
AI Agent Development Notes
Documents an AI agent's architecture, bugs, and design decisions for a RAG + plugin system built with Express and TypeScript.
Getting historical raw context information
Documents the HTTP REST API for querying historical raw context information from the STH component, including pagination, date filtering, and CSV export.
TODO — PKM Bridge
Lists 28 open tasks for maintaining a personal knowledge management bridge between a custom app and MCP interfaces.