schema-learning

Open-source agent middleware — shared memory, credential isolation, and schema learning for AI agents. What one agent learns, every agent knows.

Schema-Augmented Self-Optimizing Memory Transformer (SCMT), an experimental attention-based architecture with adaptive memory, schema learning, and entropy regulation.

A self-learning web scraper that uses LLMs to generate CSS extraction schemas once per page template, then caches and auto-generalizes URL patterns. Zero manual selectors. Zero maintenance. FastAPI + MCP server included.