A developer's post-mortem describes how a local-LLM CLI tool that audits Git commits for intent and breaking changes failed during QA testing, not because of bugs but because its strict fail-fast desi…
A developer built the DC Roommate Slang Bridge, a fully offline slang and cultural translator for trainees at the Infosys Mysore DC campus, using Ollama-hosted llama3/gemma2 models with a FastAPI back…
A maker built a voice-activated HAL 9000 assistant using a Raspberry Pi Zero 2 W, a ReSpeaker 2-Mics Pi Hat, and a Moebius Models 1:1 scale HAL 9000 model kit, with all speech processing self-hosted o…
A developer published a walkthrough of LLM tool calling, explaining that tools are functions a model can invoke to reach external APIs, databases, or knowledge bases, and that the model itself only se…
SelMem, an open-source Rust project by jbsalles, introduces selective reconstructive memory for large language models, enabling two instances to diverge by forgetting, gilding, and anchoring a particu…
A practical workflow for using large language models (LLMs) to improve critical thinking shifts from summary prompts to a 'Socratic AI' approach that forces critique, according to a guide on promptcub…
A developer built a fully local hybrid RAG (Retrieval-Augmented Generation) application that answers questions from PDF documents and politely declines out-of-scope queries, using a React UI, FastAPI …
A developer built a Flutter AI lecture video creator using local Ollama and FFmpeg, cutting cloud API costs by 80%. The system tackles three major synchronization challenges by generating segmented au…
A developer built a local RAG pipeline using Ollama, ChromaDB, and TinyLlama for private PDF Q&A, then exposed it as an MCP server so Cursor IDE can query documents directly. The project uses sentence…
A developer built a local-first movie recommendation system using a Corrective-RAG pipeline that runs entirely on Ollama. The system employs query expansion at ingestion time rather than query time, g…