Omna unified PII/secret detection engine (L1–L6) — compiled Rust kernel with in-process on-device AI. Binary-only.
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.
