Cem888.ai – 99.9% AR, 77.2% Beam – Filesystem Memory Beats RAG

CEM888.AI announced that its agent Vetta achieved the highest published scores on the MemoryAgentBench benchmark at ICLR 2026, with 99.9% on AR Retrieval and 77.2% on BEAM Memory, outperforming GPT-4.1-mini and Hindsight. The company builds localized, zero-trust AI infrastructure that eliminates cloud dependency, ensuring data sovereignty and low latency.

Enterprise-grade localized AI infrastructure and sovereign computing environments. CEM888.AI is advancing the future of private, high-performance artificial intelligence systems. We build localized, zero-trust AI architectures that eliminate dependency on external cloud providers, ensuring complete data sovereignty, ultra-low latency, and uncompromising security. CEM888.AI's agent Vetta holds the highest published scores on MemoryAgentBench ICLR 2026 , a peer-reviewed benchmark for AI agent memory: | Benchmark | Score | Architecture | Comparison | |---|---|---|---| AR Retrieval | 99.90% | Agent-native memory | Best published: 71.8% GPT-4.1-mini | BEAM Memory | 77.2% | Agent-native memory | Hindsight official: 64.1% | Both benchmarks use honest retrieval — no answer keys, no source chat ids, no pre-computed embeddings. The agent retrieves from its own knowledge base and reasons naturally. | File | Contents | |---|---| benchmarks/AR-Results-99.9pct.md | benchmarks/Vetta-BEAM-Honest-77.2pct.md benchmarks/beam-full-results.html benchmarks/vetta live results.jsonl benchmarks/vetta beam v9 results.jsonl Sovereign Execution : 100% local-first model runtimes. Your data never leaves your infrastructure. High-Performance Caching : Server-side caching layers designed to reduce compute costs by up to 90% while maintaining sub-millisecond response times. Secure Context Routing : Bidirectional cognitive routing systems that manage state, memory, and task delegation without context bloat or data leakage. Zero-Touch Deployment : Bulletproof, self-healing installer pipelines for macOS and Linux environments. Our platform is built on a modular, tree-native operating system designed for scalability and resilience: Localized Intelligence Routing : Dynamic model selection based on task complexity, cost, and latency requirements. 5-Layer Memory OS : Structured, persistent memory caching that survives session restarts without relying on external databases. Trinity Daemon Architecture : Background services handling state synchronization, audit logging, and local knowledge retrieval autonomously. For installation instructions and system requirements, please refer to the installer/ directory or visit our official documentation portal. CEM888.AI — The machine never sleeps. It's always finding the edge.