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Development Diary
Tracks development of a document similarity server with FastAPI, Typer CLI, and sentence embeddings, listing completed phases and usage examples.
WeightedRAG Setup Guide
Walks through setting up the WeightedRAG pipeline: data prep, chunking, embedding, indexing, and retrieval evaluation.
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.
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.
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.
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.
ConvexCourse Files Documentation
Documents the full file tree and architecture of a Convex-based learning platform with AI, voice, and admin tools.
Comprehensive Guide to GenAI Fundamentals
Teaches GenAI fundamentals through definitions, examples, and five hands-on Python exercises using Groq and LlamaIndex.
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.
CLAUDE.md
Guides Claude Code through an offline RAG project, listing Makefile commands, architecture files, and configuration details for local LLM inference.
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.
DESIGN.md
Documents design patterns, code structures, and integration strategies for an audio generation system with voice cloning and multi-speaker dialogue.
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.
Setup Guide
Walks through installing Ollama, copying plugin files, registering routers, and configuring the Ask AI plugin for Backstage.
1. Clone repository
Introduces a multi-agent financial research platform with 7 agents, a LangGraph pipeline, and a dashboard.
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.
Interactive Flashcards TUI - Implementation Roadmap
Maps a five-phase build plan for a terminal flashcard app with AI, document support, and RAG features.
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.
TODO — PKM Bridge
Lists 28 open tasks for maintaining a personal knowledge management bridge between a custom app and MCP interfaces.
BGData 2.4.1
Lists changes across six releases of the BGData R package for genomic data analysis.
003 - Phase 1: Basic Retrieval and Activation
Implements BFS activation spreading, cosine similarity search, and bridge discovery for a cognitive memory retrieval subsystem.
AGENTS.md
Documents an MCP server for Cairo documentation with Gemini embeddings, Qdrant vector search, and four MCP tools.