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White papers and case studies.

Technical research and detailed decisioning scenarios across banking, payments, digital assets, and research environments. Request access with your work details, and once we verify them we will send the document to your inbox.

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White PaperPDF · Technical white paper

From Foundation Model to Specialized Intelligence

A domain-agnostic reference architecture for turning an open-weight foundation model into a specialized reasoning system. Covers the harness layer, fine-tuning strategy, evaluation and release gating, on-premises deployment, governance, and the continuous-learning flywheel that becomes the long-term moat.

ArchitectureTrainingGovernance
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Case StudyPDF · Case study

When the Money Never Leaves the Bank, But the Risk Still Changes

A 27.5M dollar internal transfer at a U.S. private bank, same client on both accounts, every traditional control green. OraBrain reasons across account entitlements, banker notes, and governance signals to surface a change in practical control that the payment stack cannot see. Pure traditional-finance decisioning.

Private bankInternal transferTradFi
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Case StudyPDF · Case study

Silent Indexer Failure: When Green Infrastructure Produces Wrong Data

A Layer 2 indexer release quietly drops 31% of ERC-20 Transfer events for proxy contracts while CPU, latency, RPC health, and block continuity all stay green. OraBrain separates liveness from semantic completeness by correlating chain state, telemetry, deployment context, and output behavior.

Layer 2Data integrityOn-chain
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Case StudyPDF · Case study

When the Result Is Significant, But the Causal Claim Is Not Yet Safe

A graduate team reports a statistically significant result and every conventional research check passes. Running locally and air-gapped, OraBrain correlates instrument telemetry, lab records, and code to find a hidden experimental-regime confound, and recommends targeted validation before the strongest causal claim.

ResearchAir-gappedValidation
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