Aniruddha Mukherjee

Frontier LLMs fail to diagnose co-occurring medical conditions in over 90% of interactive consultations because they suffer from single-hypothesis fixation—anchoring on initial findings and failing to explore parallel diagnostic branches.

Overlapping validation and private-data acquisition of successive blocks with state-consistency checks and ledger updates can almost double Hyperledger Fabric's commit throughput.