Unverified50% confidenceSolutionExact time
In Engy, the weights and quantization method of each model are fixed via a publicly available Merkle root, every response carries a TOPLOC proof, validation nodes sample and recompute the proof and compare it against the fixed checkpoint, and miners that fail verification are penalized.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/12/2026
First Seen
Valid until: 1/10/2027
Sources
Related Entities
Related Claims
UnverifiedMerkle 树只需比较树根的哈希值，即可在 O(log n) 的复杂度内验证任意数据块是否被篡改61% similarUnverifiedMellos Mapping's dependency validation mechanism requires that all prerequisite nodes a node depends on pass validation before work can begin, and validation requires supporting evidence.60% similarUnverified传统分析流程中定位并还原Sign算法需要研究者手动追踪签名函数调用链，凭经验推断MD5、HMAC、AES等加密算法的组合方式59% similarUnverifiedOne of HAR's core design features is the introduction of deterministic validation gates, where the output of each agent must pass preset, reproducible validation steps before proceeding to the next stage.59% similarUnverifiedEngy's verification is sampling-based and probabilistic, not a complete proof of every forward pass, and the verification only proves which model was run without providing privacy guarantees.58% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1000542API
curl https://kongchang.com/api/v1/knowledge/claims/1000542MCP
get_claim(id=1000542)