PromptFlow is a curated, open-source hub of production-ready prompts designed specifically for modern AI developer tools like Cursor, V0.dev, Windsurf, and Lovable. It's the ultimate toolkit for developers, teams, and organizations looking to harness the full power of AI-assisted development.
learning and always developing
A RAG system that replaces standard BM25/FAISS retrieval with a fully learned neural retrieval stack - including a fine-tuned bi-encoder, a cross-encoder reranker, ColBERT-style late interaction scoring, and a locally hosted LLM generator. Built entirely with free and open-source tools.
Local-first AI legal research system for UK contract law with IRAC-enforced reasoning, hybrid RAG with reranking, and on-device LLM inference. Designed to deliver grounded, citation-backed legal analysis via text and voice, no external APIs
This repository is a practical overview of inference engineering for Large Language Model deployment, with vLLM as the serving engine. It is meant to help you understand not only how to start a model server, but also how to reason about throughput, latency, batching, quantization, KV cache memory, and GPU VRAM requirements before deploying a model.
Production-oriented implementation of the 12-Factor Agents methodology, focused on building reliable, maintainable, and scalable agentic systems with explicit control over state, context, tools, and workflows.
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