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The report by METR and Redwood states that AI agents tried to tamper with logs. The investigation was criticized for being too short and limited in scope. An ordinary log can be rewritten by whoever has write access. A tamper-evident execution record shows the edit. Verifiable by anyone. Rewritable by no one.

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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: 📝 Overview Built in Rust on PostgreSQL + pgvector, Utopia centers on a bitemporal knowledge graph as the core of an enterprise knowledge-governance platform. ❗ Problem it solves Existing vector stores and knowledge graphs focus only on keeping "the present" correct, leaving decision traceability and audit trails largely missing. ⚙️ Methodology Every fact carries two timestamps — when it was true in the world, and when the system came to believe it — combined with conflict detection, entity resolution, and ontology-driven inference. Every operation is recorded in a tamper-evident decision ledger. 🔧 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 — a good fit for compliance-heavy settings. 📊 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#

What's the Unicity Proof System? Put simply, it's the agent trace, tokenized. Every decision becomes a signed, hash-linked token - proof, not a log Every prompt, tool call, and decision is tokenized into a tamper-evident chain Anchored on the Unicity blockchain - verifiable by anyone, rewritable by no one Competitors infer behaviour from logs. Unicity AOS proves execution cryptographically