Ahura OS for Financial Services & Asset Management

• Strict data residency and privacy mandates (PII, FINRA) that keep raw financial data out of public LLM context windows.
• Portfolio optimisation problems (QUBO and Ising models) that overwhelm classical CPU routines.
• High cost of persistent analytics databases for bursty market calculations.

Privacy-preserving partitions process trade files and customer ledger data inside isolated MicroVMs. The LLM orchestrates execution through reference handles without ever seeing raw PII, while heavy portfolio optimisation is offloaded to pre-compiled QUBO workers.

Key primitives

• Privacy partitions
• utilities.qc.qubo_graph
• db.query (in-partition DuckDB)
• Usage-based USD credit ledger