401(k) retirement plans are powerful tools for helping employees save for the future, but they also come with a minefield of regulatory requirements—especially when it comes to one deceptively...
A major tax bill — unofficially dubbed “The One Big Beautiful Bill” — is moving through the House of Representatives. With the House Rules Committee scheduled to meet on May 21, this reconciliation...
The U.S. House of Representatives has passed President Donald Trump’s “One Big Beautiful Bill.” — a sweeping reconciliation package combining tax, spending, and policy provisions. Now the bill heads...
Tax planning is a key part of managing cash flow and keeping more of what you earn. Many contractors know they need to stay on top of taxes but are often too busy to plan ahead. The truth is, most...
The Crazy Hackathon Idea... Followed by the Panic and Maybe some Imposter Syndrome.Every year, Acumatica hosts its highly anticipated Hackathon, a fast-paced, high-energy event where developers,...
Is Data Labeling the Unsung Hero or Dastardly Villian of AI?Before I dive into the nitty-gritty of our solution, let me give a shout-out to the incredible team that made it all possible. Each person...
It Works! ... With a 50% Error RateSaturday Dinner Time. 18 hours until presentation (or T-minus 10 hours if you minus our sleep, etc) We pushed forward and I started fine-tuning the language model....
Acumatica Hackathon 2025: PRESENT & WIN!Sunday morning. 4 hours left for the presentation! It was all hands on deck to finalize the presentation. I made some tweaks to the LLM, just in case it...
2025 is poised to be pivotal for tax legislation. With a unified government, where one party controls the White House and both chambers of Congress, major tax changes are more likely to be enacted....
