u/Ok_Soft7301

▲ 5 r/mlops

Failures in financial AI agents

For teams deploying LLM/agentic systems into financial workflows, how real is the operational recovery/problem-management side once these systems start taking actions instead of just generating text?

I’m especially curious about cases where the workflow technically “succeeds” at first, but becomes wrong later because of reconciliation mismatches, stale context, invalid state transitions, settlement issues, etc.

Are teams actually defining explicit correctness boundaries/checkpoints/reversibility ahead of deployment, or is most recovery still manual investigation after something breaks?

Trying to understand how mature this is in practice.

reddit.com
u/Ok_Soft7301 — 7 days ago

How do your teams handle AI agent failures in financial workflows?

For those at fintechs or banks deploying AI agents on anything touching real money, payments, trades, loan approvals, or compliance. When an agent makes a mistake, what does recovery actually look like? Is there an actual process for audit trails and rollback, or is it mostly manual scrambling? Trying to understand how real companies handle this before building anything. Thanks!

reddit.com
u/Ok_Soft7301 — 11 days ago

How do your teams handle AI agent failures in financial workflows?

For those at fintechs or banks deploying AI agents on anything touching real money, payments, trades, loan approvals, or compliance. When an agent makes a mistake, what does recovery actually look like? Is there an actual process for audit trails and rollback, or is it mostly manual scrambling? Trying to understand how real companies handle this before building anything. Thanks!

reddit.com
u/Ok_Soft7301 — 11 days ago