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LLM's role in risk assessment: explain, don't decide

An LLM should not be used to determine if a trade is risky, but rather to explain a risk decision after a dedicated system has made it. The process should involve three distinct steps: first, a risk model measures risk by producing a precise numerical probability; second, a policy rule decides on an action based on this number; and third, an LLM communicates the decision and its reasoning in plain language. This structured approach prevents the common mistake of asking an LLM to perform the risk assessment itself, which can lead to imprecise and untestable language instead of actionable data. AI

IMPACT Clarifies the optimal role of LLMs in risk management, emphasizing their use for explanation rather than decision-making to ensure precision and accountability.

RANK_REASON Opinion piece discussing the appropriate application of LLMs in financial risk assessment.

Read on dev.to — LLM tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

LLM's role in risk assessment: explain, don't decide

COVERAGE [1]

  1. dev.to — LLM tag TIER_1 English(EN) · Prem Siva ·

    Where Does the LLM Fit?

    <p>Most people start with the wrong request:</p> <blockquote> <p>“Build me a tool that flags risky trades.”</p> </blockquote> <p>It sounds reasonable.</p> <p>But it asks the LLM to do the wrong job.</p> <p>An LLM should not decide whether a trade is risky. It should explain a ris…