---
title: Our AI Accounting Agent Leveled Up From a Tool to a Teammate 🤝 | Vibe Accounting in Public - Day 6
description: The AI solved the immediate rev rec problem, then proactively built out additional, necessary accounting rules for edge cases I hadn't even specified yet.
image: https://www.leapfin.com/hubfs/Day_6.png
---

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# Our AI Accounting Agent Leveled Up From a Tool to a Teammate 🤝 | Vibe Accounting in Public - Day 6

[ Erik Yao, Co-Founder & CTO at Leapfin ](https://www.leapfin.com/blog/author/erik-yao)

 Updated on  October 14, 2025

![Our AI Accounting Agent Leveled Up From a Tool to a Teammate 🤝 | Vibe Accounting in Public - Day 6](https://www.leapfin.com/hubfs/Day_6.png)

This weekend, I saw our specialized AI accounting agent, [Luca](https://www.leapfin.com/luca-ai), evolve in real-time over an immaculate Vibe Accounting session (day 6).

It started with what I thought would be an all-day task: a customer's complex rev rec automation involving 80/20 splits, tax reversals, and multi-currency FX. With a simple prompt, the agent built the entire thing perfectly on the first try. A full day's work compressed into less than 20 minutes. That was impressive.

But what happened next was the real breakthrough.

We moved to another customer's complex refund rules. The AI not only solved the immediate problem in one shot, but it anticipated the user's next needs. It proactively built out additional, necessary rules for edge cases I hadn't even specified yet.

This is the critical difference between a tool that follows instructions and a teammate that understands intent. [The agent](https://www.leapfin.com/luca-ai) moved from "doing what I say" to "solving the whole problem".

This makes me more confident than ever. If there are any accounting/finance pros out there who believe their processes are too complex or unique for AI to handle - I want to hear from you. Email me directly at [eyao@leapfin.com](mailto:eyao@leapfin.com). We're actively looking for the next challenge!

### Read our other Vibe Accounting in Public posts:

[Day 19 - Complete Stripe Order-to-Cash and Revenue Recognition Workflow in 5 Minutes](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jb21wbGV0ZS1zdHJpcGUtb3JkZXItdG8tY2FzaC1hbmQtcmV2ZW51ZS1yZWNvZ25pdGlvbi13b3JrZmxvdy1pbi01LW1pbnV0ZXMtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTk%3D&ct=SEARCH&pid=8117914&cid=197594940337&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=13&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4z2y2pyzG-xrIzj0IXCkrX_HB-pg)

[Day 18 - Determining When FX Calculations Should Occur](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9kZXRlcm1pbmluZy13aGVuLWZ4LWNhbGN1bGF0aW9ucy1zaG91bGQtb2NjdXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTg%3D&ct=SEARCH&pid=8117914&cid=197588999857&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=5&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v57oKG6DywSxDXtyvzTVgauwBvXqw) 

[Day 17 - Instantly Customizing a Revenue Report For a 4-4-5 Retail Calendar](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9pbnN0YW50bHktY3VzdG9taXppbmctYS1yZXZlbnVlLXJlcG9ydC1mb3ItYS00LTQtNS1yZXRhaWwtY2FsZW5kYXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTc%3D&ct=SEARCH&pid=8117914&cid=196792675163&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=15&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5OQbuPL1z4EHXfRNLjxnm4zFrorQ)

[Day 16 - Can Our AI Agent Handle Complex Revenue Recognition for Consumption-Based AI-Focused Businesses? ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jYW4tb3VyLWFpLWFnZW50LWhhbmRsZS1jb21wbGV4LXJldmVudWUtcmVjb2duaXRpb24tZm9yLWNvbnN1bXB0aW9uLWJhc2VkLWFpLWZvY3VzZWQtYnVzaW5lc3Nlcy12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xNg%3D%3D&ct=SEARCH&pid=8117914&cid=196787244401&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=19&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5gkvIws8oqR50jmwERNaBDi7-YxA)

[Day 15 - The Difference Between a Cool AI Demo and a System You Can Bet Your Audit On](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90aGUtZGlmZmVyZW5jZS1iZXR3ZWVuLWEtY29vbC1haS1kZW1vLWFuZC1hLXN5c3RlbS15b3UtY2FuLWJldC15b3VyLWF1ZGl0LW9uLXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTE1&ct=SEARCH&pid=8117914&cid=196786908048&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=17&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4kp9_JX1MpFH6nYwCX_-iGXgceqQ)

[Day 14 - When AI Finds a Stripe Data Problem We Didn't Even Ask It To Look For ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy93aGVuLWFpLWZpbmRzLWEtc3RyaXBlLWRhdGEtcHJvYmxlbS13ZS1kaWRudC1ldmVuLWFzay1pdC10by1sb29rLWZvci12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xNA%3D%3D&ct=SEARCH&pid=8117914&cid=196787169421&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=18&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v4cZTFXTrWOoN17x5_yR5B5zG2dgw)

[Day 13 - From Reading a Chart of Accounts to Deciphering Financial Philosophy ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9mcm9tLXJlYWRpbmctYS1jaGFydC1vZi1hY2NvdW50cy10by1kZWNpcGhlcmluZy1maW5hbmNpYWwtcGhpbG9zb3BoeS12aWJlLWFjY291bnRpbmctaW4tcHVibGljLWRheS0xMw%3D%3D&ct=SEARCH&pid=8117914&cid=196786951680&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=11&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v5OvVwQC7Ygnw3SMIuiXncSTQv3gw)

[Day 12 - ROI Analysis: AI vs Manual Revenue Recognition](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9yb2ktYW5hbHlzaXMtYWktdnMtbWFudWFsLXJldmVudWUtcmVjb2duaXRpb24tdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTI%3D&ct=SEARCH&pid=8117914&cid=196786689432&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=10&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4ngM7c8Nqn8Jh1IJRHuQnvpt-hkA)

[Day 11 - An ASC 606 Compliance Review in 60 Seconds ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9hbi1hc2MtNjA2LWNvbXBsaWFuY2UtcmV2aWV3LWluLTYwLXNlY29uZHMtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTE%3D&ct=SEARCH&pid=8117914&cid=196786587717&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=3&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v7QCEWKOpLQ6egJ9irQqz4VNNT-rA)

[Day 10 - Shattering the Accounting Software Language Barrier](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9zaGF0dGVyaW5nLXRoZS1hY2NvdW50aW5nLXNvZnR3YXJlLWxhbmd1YWdlLWJhcnJpZXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMTA%3D&ct=SEARCH&pid=8117914&cid=195713167172&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=1&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v6zKIBgOIVEkP2laWPbPVaRnfH1qw)

[Day 9 - Can Our AI Actually Reconcile Accounts Receivable? ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9jYW4tb3VyLWFpLWFjdHVhbGx5LXJlY29uY2lsZS1hY2NvdW50cy1yZWNlaXZhYmxlLXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTk%3D&ct=SEARCH&pid=8117914&cid=195713033066&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=7&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v7XFlLg9tUjFX1thcOs_e6bWQu0NA) 

[Day 8 - Translating Complex Automation Code Into a Clear, Visual Workflow ](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90cmFuc2xhdGluZy1jb21wbGV4LWF1dG9tYXRpb24tY29kZS1pbnRvLWEtY2xlYXItdmlzdWFsLXdvcmtmbG93LXZpYmUtYWNjb3VudGluZy1pbi1wdWJsaWMtZGF5LTgt&ct=SEARCH&pid=8117914&cid=195713032547&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=8&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4xlRy3KMb_Vu741Furnc7Kq32fHg)

[Day 7 - Tokenomics: the Hidden Line Item in Your AI Strategy](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy90b2tlbm9taWNzLXRoZS1oaWRkZW4tbGluZS1pdGVtLWluLXlvdXItYWktc3RyYXRlZ3ktdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNw%3D%3D&ct=SEARCH&pid=8117914&cid=195710366566&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=9&ab=false&opcid=&rs=UNKNOWN&hs-expires=1791986891&hs-version=1&hs-signature=APUk-v4Mk0fEURJ9kbOZ82r_dtZz6ijlkA)

[Day 6 - Our AI Accounting Agent Leveled Up From a Tool to a Teammate 🤝](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9vdXItYWktYWNjb3VudGluZy1hZ2VudC1sZXZlbGVkLXVwLWZyb20tYS10b29sLXRvLWEtdGVhbW1hdGUtdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNg%3D%3D&ct=SEARCH&pid=8117914&cid=195710529681&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=16&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v68NkX-EzLoQWnJgKtVzdpvLwO6pg)

[Day 5 - When the AI Accountant Starts to Act Like an Annoying Intern](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy93aGVuLXRoZS1haS1hY2NvdW50YW50LXN0YXJ0cy10by1hY3QtbGlrZS1hbi1hbm5veWluZy1pbnRlcm4tdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktNQ%3D%3D&ct=SEARCH&pid=8117914&cid=195710366310&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=12&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v45OcFx9eJmc-yigN2ypKVYSLbQzg)

[Day 4 - Generating a Perfect Deferred Revenue Waterfall Report](https://www.leapfin.com/blog/generating-a-perfect-deferred-revenue-waterfall-report-vibe-accounting-in-public-day-4)

[Day 3 - Our AI Accountant Just Became Its Own Technical Writer](https://www.leapfin.com/_hcms/analytics/search/conversion?redirect=aHR0cHM6Ly93d3cubGVhcGZpbi5jb20vYmxvZy9vdXItYWktYWNjb3VudGFudC1qdXN0LWJlY2FtZS1pdHMtb3duLXRlY2huaWNhbC13cml0ZXItdmliZS1hY2NvdW50aW5nLWluLXB1YmxpYy1kYXktMw%3D%3D&ct=SEARCH&pid=8117914&cid=195708963897&t=dmliZQ%3D%3D&d=www.leapfin.com&c=2&rp=14&ab=true&opcid=&rs=UNKNOWN&hs-expires=1791986986&hs-version=1&hs-signature=APUk-v7ZZO9XRQ6wm34MNDyBAl2qEGNYVg) 

[Day 2 - Creating a Basic Revenue Recognition Automation Rule](https://www.leapfin.com/blog/creating-a-basic-revenue-recognition-automation-rule-vibe-accounting-in-public-day-2): 

[Day 1 - Can AI Be Trusted With Automating Complex Accounting?](https://www.leapfin.com/blog/can-ai-be-trusted-with-automating-complex-accounting-vibe-accounting-in-public-day-1)

 

[Follow me on LinkedIn](https://www.linkedin.com/in/erikyao/recent-activity/all/)for more *Vibe Accounting in Public*.

 

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