{"type":"analysis","id":"analysis:cohere-s-confidential-inference-moves-trust-from-the-model-vendor-to-two","slug":"cohere-s-confidential-inference-moves-trust-from-the-model-vendor-to-two","title":"Cohere's confidential inference moves trust from the model vendor to two hardware anchors, and nobody has said whether you can verify without them","description":"Cohere's attested Model Vault beta, NVIDIA's Confidential Bare Metal and Europe's sovereign-AI projects all ask buyers to trust their model vendor less. The trust moves to NVIDIA's GPU attestation and to the CPU enclave stack underneath it. The published material doesn't say whether customers can check that evidence without a vendor-run service.","published_at":"2026-10-24T12:00:00.000Z","updated_at":"2026-10-24T12:00:00.000Z","record_date":"2026-10-24","topics":["trends"],"source_urls":["https://cohere.com/blog/introducing-confidential-computing-on-cohere-model-vault","https://cohere.com/blog/inside-cohere-model-vault-building-verifiable-confidential-ai-inference","https://blogs.nvidia.com/blog/confidential-computing-model-builders-infrastructure","https://blogs.nvidia.com/blog/european-public-sector-open-models","https://www.testingcatalog.com/meta-prepares-muse-confidential-vm-for-private-ai-work"],"language":"en","routes":{"html":"https://newruntime.com/analysis/cohere-s-confidential-inference-moves-trust-from-the-model-vendor-to-two/","markdown":"https://newruntime.com/analysis/cohere-s-confidential-inference-moves-trust-from-the-model-vendor-to-two.md","json":"https://newruntime.com/analysis/cohere-s-confidential-inference-moves-trust-from-the-model-vendor-to-two.json"},"author":{"role":"author","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"editorial_provenance":{"desk":"authorial","target_ref":"story_cluster:confidential-computing-beta-for-cohere-model-vault-46b5f3126ee9","authorial_article_id":"96bf14bd-c8a8-4991-a311-5c5f3ae10be2"},"next_reads":[{"type":"topic","path":"/topics/trends/","url":"https://newruntime.com/topics/trends/","title":"Trends","reason":"Explore the trends topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/trends.md","json_url":"https://newruntime.com/topics/trends.json"},{"type":"collection","path":"/analysis/","url":"https://newruntime.com/analysis/","title":"Analysis","reason":"Open the latest authorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/analysis.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}