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cv usk
@cv_usk
AI / Software Research Notes AI Agent, LLMOps, MLOps, Software Architecture ๆŠ•็จฟใฏๅ€‹ไบบใฎๆ„่ฆ‹ใงใ™ใ€‚
Joined May 2026
280 Following    415 Followers
An open-source enterprise world model claiming a world-first, records not just "current" knowledge but the timeline of when something was true and when the system started believing it. Title: deeplethe/utopia URL: ๐Ÿ“ Overview Built in Rust on PostgreSQL + pgvector, Utopia centers on a bitemporal knowledge graph as the core of an enterprise knowledge-governance platform. โ— Problem it solves Existing vector stores and knowledge graphs focus only on keeping "the present" correct, leaving decision traceability and audit trails largely missing. โš™๏ธ Methodology Every fact carries two timestamps โ€” when it was true in the world, and when the system came to believe it โ€” combined with conflict detection, entity resolution, and ontology-driven inference. Every operation is recorded in a tamper-evident decision ledger. ๐Ÿ”ง Use cases It ingests sources ranging from PDFs to Notion, Jira, and S3, connects to Claude Desktop and Cursor via MCP, and supports fully offline deployment in air-gapped environments โ€” a good fit for compliance-heavy settings. ๐Ÿ“Š Results It's already earned 9,000+ GitHub stars and 1,000+ forks, spins up easily with Docker Compose, and remains under active development at v0.1. #OpenSource# #KnowledgeGraph#
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