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The 85% Beyond the Model

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Claim: the agent layer is about 15% of the work and the remaining 85% is identity, permissions, deterministic decision systems, retrieval-by-tool and auditable logs. Arta Finance runs this in production across regulated markets, enforcing suitability and accreditation checks dynamically, never letting an LLM generate its own numbers, and logging every tool call and human override. Deployment uses synthetic personas, live release testing and LLM judges grading thousands of sessions per release so failures surface early and conversations are fully replayable for compliance.

AI-written summary · about

  1. 0:00Introduction and context
  2. 2:58The 85% advantage
  3. 5:49Architecture over prompt engineering
  4. 7:57Structural constraints and permissions
  5. 10:29Evaluation systems and testing
  6. 11:34The backbone of wealth management
  7. 13:18Summary and conclusion
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