HadAgent: Harness-Aware Decentralized Agentic AI Serving with Proof-of-Inference Blockchain Consensus

2026-04-22T08:52:24Zd540f2e581f410b4e3aa8e74b7cdcda581c97cdc5a66e32e25ae94fe71c8d8c1
agentic-kernel-synthesisblockchain-consensusconsensus-manipulationdata-exfiltration-riskdecentralized-aideterministic-verificationharness-monitoringllm-inferencemodel-poisoningmulti-lora-runtimeon-device-llmproof-of-inferenceremote-control-surfacesimulation-apissupply-chain-risktamper-detectiontrusted-node-model

What happened

This collection contains multiple systems and algorithms for decentralized AI serving, distributed computation, GPU/kernel generation, on-device LLM deployment, and interactive simulation. The lead paper, HadAgent, proposes replacing PoW with “Proof-of-Inference” (PoI) where nodes gain block rights by performing deterministic LLM inference; blocks carry separate DATA, MODEL, and PROOF lanes and a harness layer performs heartbeat probing, deterministic recomputation, anomaly detection, and automated trust management to classify nodes as trusted or non-trusted. Other works include agentic GPU-kT

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_cs_dc
Record identifier
d540f2e581f410b4e3aa8e74b7cdcda581c97cdc5a66e32e25ae94fe71c8d8c1
Enrichment time
2026-04-22T08:52:24Z
AI-assisted enrichment
Yes

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