Retrieval-Augmented Generation (RAG) has become the dominant paradigm for grounding Large Language Model (LLM) agents in domain-specific knowledge. The standard approach requires selecting an embedding model, designing a chunking strategy, deploying a vector database, maintaining indexes, and performing approximate nearest neighbor (ANN) search at query time. We argue that for domain-specific knowledge grounding --- where the vocabulary is predictable and the corpus is bounded --- this entire stack is unnecessary. We present Knowledge Search, a two-layer retrieval system composed of (1) grep with contextual line windows and (2) cat of pre-structured fallback files. Deployed in production across 20 specialized LLM agents serving three knowledge domains (Traditional Chinese Medicine, Christian spiritual classics, and U.S. civics), our approach achieves 100% retrieval accuracy with sub-10ms latency, zero preprocessing, zero additional memory footprint, and zero infrastructure dependencies.

Scientists and educators are concerned about students using artificial intelligence to shortcut their learning. But there are also opportunities, especially when it comes to teaching neuroscience students how to code.

Visualizing machine learning one concept at a time.

L'agente di coding IA open source

Modelli gratuiti inclusi o collega qualsiasi modello da qualsiasi provider, inclusi Claude, GPT, Gemini e altri.

AI agents running research on single-GPU nanochat training automatically.

Servizio per Docker, che puo' suggerire swap tra le crypto quando prevede un aumento, ottenendo arbitraggio nel lungo termine - a parte i black swan.

YAMLResume allows people to create and version control resumes using YAML and generate pixel perfect resumes in multiple formats (PDF, HTML, Markdown, etc.) in a breeze.

Cocoon connects GPU power, AI, and Telegram’s vast ecosystem – all built on privacy and blockchain.

A CLI tool that display guitar chords and scales in the terminal. It is built to supports any kind of instrument that has strings with frets.

A fast, lightweight, and feature-rich typing test that runs directly in your terminal.

Inspired by the minimalist design of Monkeytype, tttui provides a clean, distraction-free environment to practice your typing, track your progress, and race against your personal bests.

restmail is a sendmail-compatible CLI using gmail & outlook rest APIs. It can be used for email automation, notifications and with git send-mail for sharing patches.

restmail requires only minimal authorization scope to send mail. No access to reading or deleting mail is needed.

A stylish command-line dictionary tool that fetches definitions, pronunciations, and examples.