HadAgent: Harness-Aware Decentralized Agentic AI Serving with Proof-of-Inference Blockchain Consensus
2026-04-22T08:52:24Z•d540f2e581f410b4e3aa8e74b7cdcda581c97cdc5a66e32e25ae94fe71c8d8c1
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
This record may overlap with other records. Its enrichment can be incomplete or wrong, and machine assistance was used. Validate consequential decisions against the linked source and your own environment.