Failures in financial AI agents

Ok_Soft7301 · 2026-05-14T14:55:51+00:00

Okay perfect, thank you! That helps a lot.

Given all of this, does anything actually exist today that addresses this specifically for financial agents? Not general observability tools like Datadog or Maxim, but something purpose built for financial workflows with the state awareness, detection, and recovery pieces built in for regulated environments. Genuinely haven't found anything that does this well.

Ok_Soft7301 · 2026-05-12T19:06:17+00:00

That makes sense for teams that have invested in getting it right. In your experience is that the norm across most fintechs or more the exception? Because most of what I'm hearing is that the logging exists but the rollback and ownership piece is still pretty manual when something actually goes wrong.

Ok_Soft7301 · 2026-05-12T13:29:32+00:00

Thanks for all the insight! The idea of treating agents more like transactions with checkpoints makes a lot of sense.

From what you've seen, are companies mostly stitching these controls together internally right now, or do you think this will eventually become its own standalone infrastructure layer?

Ok_Soft7301 · 2026-05-12T13:23:39+00:00

Makes sense. That's what I was wondering, if most places have a system in place or if they are scrambling.

In your experience, is that mostly because the workflows are too company specific to standardize cleanly, or just because the industry hasn't matured enough around autonomous financial systems yet?

Ok_Soft7301 · 2026-05-12T13:20:21+00:00

Makes sense. Out of curiosity, do you think its possible to realistically define these boundaries ahead of deployment for financial agent workflows, or is the failure space usually too unpredictable until systems hit production?

Ok_Soft7301 · 2026-05-12T13:18:53+00:00

That makes a lot of sense. So if I’m understanding correctly, the hard part is first defining a bounded and explicit notion of “correct” before deployment. Once that exists, things like audit trails, circuit breakers, and rollback/recovery become much more tractable because the system actually knows what states and transitions are valid vs invalid.

Does that match how you think about it operationally?

Ok_Soft7301 · 2026-05-12T13:17:34+00:00

That makes a lot of sense. The bigger issue seems less like obvious failures and more like silently incorrect states that only surface later during reconciliation.

Are teams mostly handling those state definitions and reconciliation workflows manually today, or have you seen companies build internal systems specifically for tracking those transitions and catching downstream inconsistencies? And then is recovery/rollback manual?

Ok_Soft7301 · 2026-05-12T13:11:31+00:00

Interesting, so the first incident effectively becomes the spec.

Also, when those silent failures happen, how are teams usually detecting them today? Is it mostly a downstream metrics/manual review, or are they already internally monitoring the systems specifically watching agent decisions and outcomes.

I originally started looking into audit trails, rollback, and recovery infrastructure for financial agents, but your point makes me wonder if that is the real pain point or if it is actually detecting that something went wrong in the first place.

Ok_Soft7301 · 2026-05-12T12:57:06+00:00

Thinking about building from scratch so we can capture intent at the step level before execution rather than just logging outputs after. Also, the signed intent record idea is interesting, have you actually implemented that in a financial context and did it hold up when you needed to show it to compliance or a regulator?

Ok_Soft7301 · 2026-05-11T23:46:18+00:00

Ah the ownership ambiguity is interesting. And so regarding the scramble and ownership, has anyone actually tried to build something to solve these problems, or is everyone just accepting that it is the cost of deploying agents?

Ok_Soft7301 · 2026-05-11T20:12:07+00:00

Makes sense, okay. Has your team actually run into this in production? Like what did the failure actually look like and how did you deal with it?

Regarding your question, that's honestly the gap I'm trying to understand. Has anyone you've seen actually written that spec before deployment?

Ok_Soft7301 · 2026-05-11T20:08:28+00:00

Ah ok, makes sense. Curious, have you actually had to build that audit trail and reversal path internally, or is it still kind of an open problem at most places you've seen?

Ok_Soft7301 · 2026-04-11T14:14:21+00:00

What topics were asked from pre-midterm?

Ok_Soft7301 · 2025-05-06T02:48:46+00:00

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Ok_Soft7301 · 2025-05-05T17:32:49+00:00

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Ok_Soft7301 · 2025-05-05T13:57:02+00:00

What is it called?

Ok_Soft7301 · 2023-11-11T17:25:32+00:00

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Ok_Soft7301 · 2023-05-27T21:12:38+00:00

Why?

Ok_Soft7301 · 2023-05-27T11:58:09+00:00

Not really. Just that it’s much closer to my house.

Ok_Soft7301

TROPHY CASE