linkedin.com/posts/timdillon… Autonomous AI is moving from “chat” to action — and integrity is now the bottleneck. I built the CVP Overlay Processor™ (CVP-OP): a vendor-agnostic integrity plane for high-consequence compute that runs Sense → Score → Gate → Prove and outputs cryptographically sealed Proof Bundles for deterministic replay & audit. If you’re shipping agentic AI into finance/health/infra, you need provable runtime trust — not vibes. #AgenticAI #AISafety #Cybersecurity #ZeroTrust #RuntimeSecurity #DeterministicReplay #Provenance #Auditability #LLMOps #MLOps #ComputeIntegrity #GPU #EnterpriseAI #RegTech #206Innovation

Such a genesis, if meticulously built, reimagines the very essence of #computeintegrity. A vital #foundationalwork.

How #HyperbolicLabs Integrates #Benchmarks into #DecentralizedAI ✳ Unlike centralized clouds, #HyperbolicLabs runs a #PeerToPeer #GPUGrid where #AIInference must be verifiable and efficient. Their #PoSP (Proof-of-Sampling) mechanism, paired with #spML, ensures #ComputeIntegrity without the overhead of #zkML. Here’s where #LLMEvaluationBenchmarks shine: Model Selection for #ComputeEfficiency #HyperbolicLabs filters #OpenSourceLLMs using #MMLU and #GSM8K scores to prioritize models with high #InferenceThroughput per #GPUMemory. This keeps #ComputeCosts down—think 80% cheaper than AWS. Models like #LLaMA3 get stress-tested to ensure they scale across #DistributedNodes without bottleneck #gHyperbolic #Hyperbolic #HyperblicLabs🧵🪻 👇