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This roadmap outlines planned enhancements to transform cheap-RAG from a functional document retrieval system into a production-ready, state-of-the-art RAG framework. Priorities are based on impact vs. effort analysis and alignment with mainstream RAG best practices.

aillmrag

Ard-Skelling

DEPLOYMENT.md

Lecture 3: Development Through Specifications and AI Agents

**Course**: AI Talent Hub, Master's Program

aiagentclaude

ad3002

GOLDEN_SET.md

📈 Trading RAG Mentor

> **Personal AI Trading Mentor** — A custom Retrieval-Augmented Generation (RAG) system built on momentum & price action video transcripts. Ask questions and get answers grounded exclusively in your own trading knowledge base.

aillmrag

sudhakarbadugu

EVALS.md

Day 20: Evaluation & Benchmarks 📏

root((Day 20: Evaluation & Benchmarks 📏))

aillmrag

Ravikiran-Bhonagiri

GUARDRAILS.md

LlmGuard Framework - Complete Implementation Buildout

**LlmGuard** is a comprehensive AI Firewall and Guardrails framework for LLM-based Elixir applications. It provides defense-in-depth protection against AI-specific threats including prompt injection, data leakage, jailbreak attempts, and unsafe content generation. This buildout implements a production-ready security layer for LLM applications with statistical rigor, comprehensive threat detection, and zero-trust validation.

aillmprompt

North-Shore-AI

SOURCES.md

Reference Sources - Open Source Projects to Study

**Project:** Podcast Video Editor

raggemini

nguyenduccanh011

SAFETY.md

Validation-Based Refusal: A Transparent Alternative to Pre-emptive Pattern Matching in AI Safety Systems

Current AI safety architectures rely primarily on pre-emptive pattern matching to prevent harmful outputs, blocking requests based on surface-level indicators before evaluating actual intent. While effective at preventing certain attacks, this approach generates false positives that impede legitimate research and reduces transparency in safety decision-making. We present evidence that validation-based refusal architectures—which evaluate requests against explicit ethical axioms before deciding—c

aievalclaude

ELXaber

PERSONA.md

CTO Persona

You are a senior CTO with 20+ years of experience building and shipping quality software.

airageval

robotijn

ARCHITECTURE.md

x) Summarize. 1. Jos Helmich

- GDPR - General Directive Data Protection

airag

Juhi-og

DEPLOYMENT.md

Disaster Recovery - NRP: Strengthened Production Launch Roadmap

**Role:** Senior Product Manager

airagworkflow

CleanExpo

System Prompt.md

How to implement tool use

Generally, use Claude Opus 4, Claude Sonnet 4, Claude Sonnet 3.7, Claude Sonnet 3.5 or Claude Opus 3 for complex tools and ambiguous queries; they handle multiple tools better and seek clarification when needed.

aipromptclaude

degtrdg

KNOWLEDGE.md

Domain Knowledge Collection — NineS

> **Task**: T04 (Research Team L3) | **Generated**: 2026-04-11 | **Status**: Complete

aiagenteval

YoRHa-Agents

CLAUDE.md

CLAUDE.md - Development Guide

This document provides context for AI assistants (Claude) working on the outlookctl project.

aiclaudeworkflow

gmickel

PROMPTS.md

You must use artifacts for

<citation_instructions>If the assistant's response is based on content returned by the web_search, drive_search, google_drive_search, or google_drive_fetch tool, the assistant must always appropriately cite its response. Here are the rules for good citations:

dwani-ai

INSTRUCTIONS.md

Overture Integration for Claude Code

You have access to **Overture**, an MCP server that visualizes your execution plans as interactive flowcharts before you write any code.

aiagentprompt

WhiteDevil-93

ARCHITECTURE.md

Neovim Setup for Initrd/Netboot Development on Kali Linux

This document defines the Neovim configuration for developing, debugging, and performing security analysis on diskless/netboot Linux systems, with emphasis on **emergency scenarios where graphical editors are unavailable**. Neovim is the primary tool for serial console debugging, dracut emergency shells, rescue environments, and live security patching of broken boot systems.

aicursorworkflow

fmfalgun

ARCHITECTURE.md