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# Using Agents for Long-Horizon Financial Work — Aman Singh, Arca

**[Latent Space](https://daily.dev/sources/latentspace)** · 1 min read · 1 upvotes · 0 comments

## Summary

Arca's head of AI, Aman Singh, describes how the wealth management firm builds AI agents that run workflows spanning days, not hours. Arca uses a custom harness, persistent memory, and internal benchmarks to pick models and route tasks. Agents handle cases like a $100,000 tax bill with human approval steps built in, and guardrails address prompt injection and compliance auditability. Trade execution stays with human experts, while agents flag hidden fees and support proactive client service.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://latent.space/p/using_agents_for_long-horizon_financial_work_aman_singh_arca>

## Questions this post answers

### How do you keep AI agents safe when they run financial workflows over multiple days instead of a single session?

Arca, an AI-native wealth management firm, combines a custom-built agent harness with persistent memory so tasks can span days rather than hours. Safety comes from guardrails against prompt injection, human approval steps for consequential actions like handling a $100,000 tax bill, and built-in compliance auditability rather than bolting these on afterward.

_daily.dev surfaces engineering approaches like this for teams designing long-running, auditable agent workflows._

### Should AI agents be allowed to execute financial trades on their own?

No, trade execution stays with human experts even as other parts of the workflow become agent-driven. Agents at Arca handle tasks like surfacing hidden fees and proactive client service, but decisions with direct financial execution risk remain a human responsibility, with agents supporting rather than replacing that judgment.

_developers weighing how much autonomy to grant agents can track real-world examples like this on daily.dev._

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---

Tags: [#ai-agents](https://daily.dev/tags/ai-agents), [#fintech](https://daily.dev/tags/fintech), [#prompt-injection](https://daily.dev/tags/prompt-injection)

[View this post on daily.dev](https://daily.dev/posts/using-agents-for-long-horizon-financial-work-aman-singh-arca-xmuzykx41)

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