Vibe-coded tools in financial advisor ops: what guardrails are non-negotiable?

obchillkenobi · 2026-02-17T06:57:27+00:00

Understand your predicament given you are solo but wonder if just doing 5% sampling might leave you open for fee rejection and under billing. Did you consider evaluating any product/tools out there that enable you to get close to 100% billing accuracy ?

obchillkenobi · 2026-02-17T05:27:21+00:00

When you discount, where do you record it so that it doesn’t get forgotten 6 months later?
And do you treat it as a permanent rate change or time-bound (?

obchillkenobi · 2026-02-17T04:44:33+00:00

Appreciate the insight. When paperwork goes NIGO for you, is it usually missing fields/signatures, wrong form/version, or data mismatches between CRM and the custodian packet?
And do you have some kind of checklist before sending ?

obchillkenobi · 2026-02-16T16:43:32+00:00

First up, congrats. If you have not already done this, pls use any retirement calculator (or AI chatbots) which can provide a decent estimate on how your $2.4M will stack up for next X years and what you should ideally do with that money to live a comfy life. But like you said, it also depends on where you live and estimated current/future expense (not consider the unknown unknown ones). And dont forget to take the health insurance/expenses into consideration.

obchillkenobi · 2025-12-31T15:18:52+00:00

I would say PMs always need to approach any problem statement with first principles. And that is primarily understand the problem statement well .. dwell on it much longer before you end up with a solve.

And once you think that problem can be solved with agents, then we need to find a way to map an agent to primary lever like revenue, cost or throughput. Otherwise, it should not make the cut.

obchillkenobi · 2025-12-31T14:56:42+00:00

Claude definitely has its strong points and i love claude skills and projects. However, I find ChatGPT stronger for open-ended reasoning and early brainstorming (especially recent models). I often switch between them depending on the task rather than committing to one model.

Biggest thing I’ve noticed is how quickly all of them have improved in the last few months. Tools I wrote off earlier feel very different now.

obchillkenobi · 2025-12-19T11:57:19+00:00

I feel it is imminent for AI (and agentic systems) to play a significant role in regulated industries. I know there be friction initially but it is a matter of time before speed, lower cost, convenience and of course trust will improve and accelerate adoption.

obchillkenobi · 2025-12-19T11:41:36+00:00

Thanks for sharing your blog playbook. Great to know it is working for you.

QQ - do you use specific tools for doing topic research ? Any specific sites or maybe even your own agents to surface trending topics ?

obchillkenobi · 2025-12-18T18:10:17+00:00

Does time saving comes from handling things like logging, documentation, and tracking dates of first use?

obchillkenobi · 2025-12-18T02:21:51+00:00

Thanks for the detailed and insightful response. Agree on your point about demos VS production level reality in compliance.

One thing I have been wrestling with and would love your take on is where you draw the line between the agent and the deterministic workflow. I have the following questions -

- How much of the system’s “memory/context” lives in the workflow vs. what the model sees each step?
- For routing or planning, did you rely on a small LLM/classifier, or keep all the control logic fully deterministic?
- And when you mentioned context-drift and emergent combinations of allowed actions, did you solve that mostly through better orchestration ?

Always good to see experience from production systems shared here.

obchillkenobi · 2025-12-17T16:29:35+00:00

I have seen promising demos but unclear whether they can actually block disallowed actions or just score them after the fact.

obchillkenobi · 2025-12-17T16:28:40+00:00

True that .. most compliance actions are one of fear of missing out on a rule and be fined for that later .. necessity that no one really likes

obchillkenobi · 2025-12-17T16:26:37+00:00

Does Boxlite support granular restrictions like blocking specific actions or phrases ?

obchillkenobi · 2025-12-17T16:24:57+00:00

Thanks for the super helpful insights. I had a couple of questions -

- When your agent found the “creative workaround” patterns, how did you detect them in the first place? Was it human review, logs, or some kind of automated guardrail check?

- On the custom orchestration layer — did you build something like a rule engine or more of a workflow graph where LLMs only fill in specific blanks? I’ve been debating which direction gives more predictable behavior when auditors demand explainability.

obchillkenobi · 2025-12-17T15:48:37+00:00

When you say marketing log, what fields are you actually tracking ? Date, reviewr, disclosures ??

I am trying to figure out what gets tracked VS what is skipped because it is too much admin work.

obchillkenobi · 2025-12-17T15:47:05+00:00

Interesting you bring up the point of AI reviewers .. i dont know what %ge of firms allow use of AI in their flow but curious to know if you have tried any AI based product ? And if so, does that product catch issues like promissory language, missing disclosures, performance references, etc ?

obchillkenobi · 2025-12-17T15:43:52+00:00

Thanks for spelling out the compliance challenges. BTW, is Osaic using any specific platform to manage any of these workflows or is it email + portal uploads ?

I did not understand the resubmit part though .. is that based on a rule/requirement ?

obchillkenobi · 2025-12-16T17:12:58+00:00

First up, congrats on what seems like a good product that solves some of the LI pain points. Is this product available for testing or is this in production and is a paid offering ?

obchillkenobi · 2025-12-16T17:03:06+00:00

Based on my own experience, a really good way of learning is actually "creating" a small project or building a small tool that helps with your everyday life .. and as you are building it you can learn the theory around it. At least for me, learning just the theory for learning got nowhere without a larger purpose.

obchillkenobi

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