Carter

Building the world’s first self-learning agentic operating system for accounting

[Carter @CarterSpringall]

There are people who went into prison before LLMs and are coming out to Claude opus 4.7, thats some futurama shit

[Carter @CarterSpringall]

https://t.co/6rpQs6y0lH

noticed the anthropic pylon connector only exposed 11 tools, open sourced an mcp that exposes all 114 if useful

[Carter @CarterSpringall]

@ariel_harmoko @ArtifactOffcial 🚀🚀🚀🚀

[Carter @CarterSpringall]

Omni is here...

[Ariel Harmoko @ariel_harmoko]

The accounting profession has a double bind that nobody talks about. Today, @ArtifactOffcial is launching Omni, your firm's new agentic orchestration layer, in response.

The prevailing narrative is that "AI handles routine tasks, accountants go from doers to reviewers". But this breaks how accountants actually develop judgment.

You learn to reconcile correctly by reconciling incorrectly and being corrected. Remove the doing and the learning mechanism breaks. If junior accountants are just reviewing AI outputs, they won't develop professional expertise.

But the traditional path was already failing. 300,000 accountants have left. The doer work is gruelling. The apprenticeship demands years of tedious production before the payoff arrives.

One path breaks the traditional learning path. The other breaks the people. Neither is sustainable. This is the double bind. It's what Omni undoes by presenting a way of working that is different enough to sustain the learning, but compelling enough to retain the people.

Omni connects across 1000+ platforms and lets accountants describe multi-step, cross-platform workflows in natural language. Build a workflow for one construction client on Sage, templatize it, deploy it across every construction client with client-specific logic applied automatically. The people closest to the work become the ones building the systems.

Omni sits on top of Arti, our intelligence layer, already live across Top 250 firms in the US and Top 50 firms in the UK. 99% reconciliation accuracy. 92% reduction in processing time. 13x throughput improvement. 12,000+ hours of capacity unlocked and counting.

But the numbers aren't the point. The architecture is. Arti learns continuously from every interaction. When a senior corrects a categorization, the correction and its reasoning become institutional knowledge. When anyone overrides an automated match, the override and the why get encoded into the firm's knowledge base.

Together, they capture what we call "wet code," the unwritten business rules, client-specific logic, and contextual knowledge that live in senior accountants' heads and nowhere else. With 75% of CPAs eligible to retire within the decade, that knowledge is walking out the door.

The goal is not to turn accountants into reviewers. It's to make them a different kind of doer.

Join the Omni waitlist and read our manifesto at the link in the comments.

[Artifact AI @ArtifactOffcial]

The accounting profession has a double bind.

One path turns accountants into AI reviewers and breaks how they develop judgment. The other keeps them grinding through tedious production work and breaks the people. Neither is sustainable.

Today we're launching Omni, our orchestration layer for modern accounting firms. It connects across 1000+ platforms and lets accountants describe multi-step workflows in natural language. The people closest to the work become the ones building the systems.

Omni sits on top of Arti, our intelligence layer, already live across Top 250 US and Top 50 UK firms. Together, they capture what we call "wet code," the unwritten rules and client-specific logic that live in senior accountants' heads. With 75% of CPAs eligible to retire within the decade, that knowledge is walking out the door.

The goal is not to turn accountants into reviewers. It's to make them a different kind of doer.

Join the waitlist and read the full thesis from our CEO Ariel Harmoko. Link in the comments.

[Carter @CarterSpringall]

Can you get any more autonomous than thought to action?

[Carter @CarterSpringall]

For decades, humans have carried the burden of the month end close.

We think it should be invisible, continuous, correct and improve on its own.

Arti is the brain. Omni is the nervous system.
Here’s what we mean by “an Accounting OS”:

https://t.co/xeuWAHtMxx

[Elon Musk @elonmusk]

Neuralink will start high-volume production of brain-computer interface devices and move to a streamlined, almost entirely automated surgical procedure in 2026.

Device threads will go through the dura, without the need to remove it. This is a big deal.

[JNS @_devJNS]

developers, agree?

[Carter @CarterSpringall]

Good things come in pairs 🚀

[Carter @CarterSpringall]

@TechMDAI It's so easy to set up and start finetuning at a low cost. Artifact's going to be releasing some insanely cool features soon 🚀

[Carter @CarterSpringall]

The DGX spark has blown me away 🤯

[Carter @CarterSpringall]

@ArtifactOffcial 's Bookkeeping v3 early access feedback 👀

"Accuracy of account codings - Very very good, I can't see anything which is incorrect so far!" - Arti's first 100% accurate month 🎉!

"Accuracy of Tax rates - so much better!!" - Arti has learned a new client and industry in 1 month

"Bulk validate and export - Game changer, much easier to navigate." - UI/UX improvements are looking good 🚀

[Carter @CarterSpringall]

@rhobusiness LOCK IN

[Ariel Harmoko @ariel_harmoko]

Visited @reductoai @raunakdoesdev today. And @CarterSpringall showing the hardest accounting document edge cases known to man kind.

Very impressed with @reductoai models and their focus on to solve doc intelligence. Big things coming!

[Ariel Harmoko @ariel_harmoko]

Christmas came early for @ArtifactOffcial

LFGGGG @CarterSpringall @saksy28

[Carter @CarterSpringall]

Morning SF, Artifact is here 🇺🇸

[Artifact AI @ArtifactOffcial]

We’re proud to announce our partnership with 4impactdata.

Read more here: https://t.co/Rpb3Z51fan

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By teaming up with 4impactdata, we're delivering an integrated experience: AI-driven Financials automation, embedded controls, and client-ready insights -without changing your GL.

Artifact automates the messy middle. 4impactdata turns that clean data into insight. Together, we bridge automation and advisory - helping firms move from reporting yesterday to steering tomorrow.

Now, firms can unify ingestion, reconciliation, ledger actions, and dashboards in one streamlined flow.