{"data":{"id":"8fdddb95-11d6-4ea9-86de-4b8973a03346","title":"EIGR-infer: a blockchain-governed framework for decentralised LLM inference via encrypted intent-guided routing, semantic sharding, and four novel privacy mechanisms","summary":"EIGR-Infer is a decentralised LLM inference framework that spreads model execution across a peer-to-peer mesh of consumer edge devices. Its core encrypted intent-guided routing protocol hashes query intent on-device and uses Kademlia-DHT discovery to route queries without revealing their content, and it adds four new privacy mechanisms. Discrete-event simulation on a 1000-node mesh reports 47 ms discovery latency at the 95th percentile, 460 ms end-to-end latency for 512-token prompts, and a 98.3% ghost shard detection rate.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://doi.org/10.1038/s41598-026-73231-1","publishedAt":"2026-09-29T00:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-09-29T00:00:00.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality"],"aiComponentTargeted":"inference","llmSpecific":true,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}