Source-agnostic search/indexing kernel: domain-agnostic content ingestion, hybrid vector+keyword+graph search, pluggable embedding/LLM/reranker providers.
Symbio is an innovative project designed to empower users through seamless interaction with their machines. This flexible system adapts to commands, continually learning and evolving based on user ...
![Amazon blew $1.8 million by using Anthropic's Claude Sonnet AI to match author details with product listings on its ecommerce website. This menial job went 860 percent over the budget. It took 5 months to notice the piles of money being set on fire [Fail]](https://images.weserv.nl/?url=usrimg-full.fark.net%2FF%2FFF%2Ffark_FFNRWue3t3Lz_dDrw-_BT-J1XSQ.jpg%3FAWSAccessKeyId%3DJO3ELGV4BGLFW7Y3EZXN%26Expires%3D1785729600%26Signature%3DHlKKyWyiiXDDUY%252BBL7WP3BIjBOg%253D&w=800&output=webp&we&il)
Amazon blew $1.8 million by using Anthropic's Claude Sonnet AI to match author details with product listings on its ecommerce website. This menial job went 860 percent over the budget. It took 5 months to notice the piles of money being set on fire
Self-hosted semantic search and knowledge management for LLM-driven development
Validate and auto-heal 3D assets (.glb/.gltf/.obj/.ply/.stl) — the stateless QA & repair layer for pipeline and AI-generated content.
