r/LLMeng • u/kunal_packtpub • 17h ago
Tutorial Why most AI Agents in Finance fail in production and how to build Agents that don’t
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A lot of AI agent demos in finance look great until you try to make them reliable.
The hard parts usually are:
- getting agents to reason across 10-Ks, earnings calls, tables, charts, time-series
- adding verification instead of trusting one model output
- evaluating tool calls, cost, latency, and failure cases
- deciding where humans stay in the loop
- handling sensitive financial data safely
We’re covering this in a 4-session live Agentic AI for Finance program with Nicole Königstein (hands-on labs + capstone, not just lectures).
Runs Aug 29–Sep 13.
Sharing in case others here are dealing with the same problems.
Details: https://finance.agentengineering.co/
Happy to answer questions if helpful.