Oregon Patent of the Month – March 2025

Eduworks Corporation has received U.S. Patent No. 12,242,503 for a breakthrough system titled “Copilot architecture: network of microservices including specialized machine learning tools.” The innovation boosts AI performance while cutting hardware and energy costs, making large language models (LLMs) easier to deploy.

Smarter AI Through Modular Design

Instead of relying on a single, massive AI model, Eduworks’ approach splits the workload across smaller, specialized microservices. Each handles a task—like data search, embedding, or scoring—creating a flexible and efficient network. This allows the system to deliver powerful results without needing large data centers.

Because the architecture runs on a single GPU and compute node, it’s far more affordable. That opens the door for businesses, schools, and governments with limited tech resources to benefit from AI.

Real-World Impact and Flexibility

The system supports a wide range of LLM uses—from chatbots to training tools. It also allows for human feedback and skill checks, helping the AI improve over time. This makes it well-suited for real-world applications where accuracy and adaptability matter.

With this patent, Eduworks shows how smart design can solve some of AI’s biggest problems. The technology offers a way to scale AI without scaling costs—a win for innovation and access.

Are you developing new technology for an existing application? Did you know your development work could be eligible for the R&D Tax Credit and you can receive up to 14% back on your expenses? Even if your development isn’t successful your work may still qualify for R&D credits (i.e. you don’t need to have a patent to qualify). To find out more, please contact a Swanson Reed R&D Specialist today or check out our free online eligibility test.

Who We Are:

Swanson Reed is one of the U.S.’ largest Specialist R&D tax advisory firms. We manage all facets of the R&D tax credit program, from claim preparation and audit compliance to claim disputes.

Swanson Reed regularly hosts free webinars and provides free IRS CE and CPE credits for CPAs. For more information please visit us at www.swansonreed.com/webinars or contact your usual Swanson Reed representative.

Are you eligible?

R&D Tax Credit Eligibility AI Tool

Why choose us?

directive for LBI taxpayers

Pass an Audit?

directive for LBI taxpayers

What is the R&D Tax Credit?

The Research & Experimentation Tax Credit (or R&D Tax Credit), is a general business tax credit under Internal Revenue Code section 41 for companies that incur research and development (R&D) costs in the United States. The credits are a tax incentive for performing qualified research in the United States, resulting in a credit to a tax return. For the first three years of R&D claims, 6% of the total qualified research expenses (QRE) form the gross credit. In the 4th year of claims and beyond, a base amount is calculated, and an adjusted expense line is multiplied times 14%. Click here to learn more.

Never miss a deadline again

directive for LBI taxpayers

Stay up to date on IRS processes

Discover R&D in your industry

R&D Tax Credit Preparation Services

Swanson Reed is one of the only companies in the United States to exclusively focus on R&D tax credit preparation. Swanson Reed provides state and federal R&D tax credit preparation and audit services to all 50 states.

If you have any questions or need further assistance, please call or email our CEO, Damian Smyth on (800) 986-4725.
Feel free to book a quick teleconference with one of our national R&D tax credit specialists at a time that is convenient for you.

R&D Tax Credit Audit Advisory Services

creditARMOR is a sophisticated R&D tax credit insurance and AI-driven risk management platform. It mitigates audit exposure by covering defense expenses, including CPA, tax attorney, and specialist consultant fees—delivering robust, compliant support for R&D credit claims. Click here for more information about R&D tax credit management and implementation.

Our Fees

Swanson Reed offers R&D tax credit preparation and audit services at our hourly rates of between $195 – $395 per hour. We are also able offer fixed fees and success fees in special circumstances. Learn more at https://www.swansonreed.com/about-us/research-tax-credit-consulting/our-fees/

R&D Tax Credit Training for CPAs

directive for LBI taxpayers

Upcoming Webinars

R&D Tax Credit Training for CFPs

bigstock Image of two young businessmen 521093561 300x200

Upcoming Webinars

R&D Tax Credit Training for SMBs

water tech

Upcoming Webinars

Choose your state

find-us-map

Recent Posts