About the Founder

Rolv Eitrem Heggenhougen · Founder, ROLV LLC · Fort Lauderdale, FL

The Bike Ride That Changed Everything

In May 2025, on a bike ride in Fort Lauderdale, Rolv Eitrem Heggenhougen had the kind of insight that does not let go. AI matrix operations — the backbone of every model on earth — were doing enormous amounts of unnecessary work. He could see it mathematically. He could not stop thinking about it.

His background was a mathematics and physics major in Norway's advanced upper secondary system — a curriculum that covers ground typically taught at university level in many countries — combined with a career building companies on three continents. He had not previously worked in machine learning. He learned what he needed. What he had that mattered was a stubbornness that did not distinguish between possible and impossible. If he had an idea, stopping was not an option. This would later become both his superpower and the reason people around him occasionally needed aspirin.

A Quiet Talent for Math — Even If He Pretended Not to Care

In Norway, mathematics and physics are taught with university-level rigour at the upper secondary stage — differential calculus, linear algebra, mechanics, electromagnetism. Rolv chose them as his major and treated them as the foundation everything else would later be built on.

He didn't brag about it. He didn't even think it was a big deal. But it was a hint: the raw horsepower was always there, idling quietly, waiting for the right idea to hit the accelerator.

Entrepreneurship Across Borders

Rolv's business career began with European Trading Corporation (ETC) — a computer component trading company he founded and later took public on the Oslo Exchange in 2000. By then, ETC had expanded across Europe and the United States and was even building its own ETC PC line.

Then came PC500 in Norway, Sweden, and Germany — same concept, but selling directly to end users. Fast, scrappy, and very Rolv.

In 2010, WrapMail — his patented email-based marketing platform — went public in the United States. It transformed everyday corporate emails into branded, clickable marketing assets long before "growth hacking" was a thing.

These ventures weren't accidents. They were the natural output of a mind that refused to sit still.

Six Months From Insight to Validation

After the bike ride, Rolv went home and learned what he needed. He didn't learn engineering. He learned the software tools required to express a mathematical idea and benchmark it across real hardware — Python, Jupyter, PyTorch, the modern AI software stack. Then he built his idea, alone, working out of a small office in South Florida.

Six months later, ROLV Primitive© was independently validated by the University of Miami. Today it has been verified across thousands of test cases on real production weights from public HuggingFace repositories — every one passing strict accuracy gates.

The peak verified result is 106.65× faster than vendor sparse libraries on Llama-3.2-1B, on a 4-core Intel i7 laptop. On NVIDIA B200, ROLV beats cuSPARSE — NVIDIA's own sparse library, written by hundreds of NVIDIA engineers — by up to 109× on Mixtral-8×7B and up to 110× on DeepSeek-V3 class workloads. Same hardware. Same models. Same accuracy. A fraction of the work.

Headline numbers above benchmark against vendor sparse libraries (cuSPARSE, MKL sparse). Compared against modern dense production stacks — FP8 cuBLAS on Hopper/Blackwell, NVIDIA TensorRT-LLM INT8, structured 2:4 sparse — ROLV delivers 1.3× to 43× across the sparsity spectrum, with peak speedups in the high-sparsity regime where modern MoE models (75–97% natural sparsity) operate in production.

A Lifetime of Unconventional Ideas

Rolv's imagination has always run ahead of the world around him. Among his many concepts:

• Giving away new cars wrapped in advertising, turning vehicles into mobile billboards — with targeted ads broadcast through the car's multimedia system.
• An airplane safety seat that transforms into a protective ball, capable of being dropped from 20,000 feet with the passenger surviving inside.
• Next Minute, a patented real-time marketplace connecting local service providers with nearby customers.
• The ROLV Unit™, a new conceptual framework for measuring computational efficiency.

These ideas weren't random. They were the natural consequence of a mind that sees through whatever everyone else accepts as fixed and asks why it has to be that way.

What Drives Him Now

Rolv is convinced that AI compute should not be the privilege of the companies that can afford the largest data centers. Most of the world's processors — laptops, phones, edge devices, the older servers in enterprise data centers — sit idle most of the time. ROLV's primitive unlocks that compute.

The implication is large. Aggregate idle CPU compute across the planet is on the order of 250 times larger than the largest centralized AI data center on earth. ROLV doesn't replace the GPU farms. It makes the rest of the world's hardware capable of useful inference too.

Rolv lives in Fort Lauderdale, Florida. He runs marathons, holds a helicopter pilot's license, and is generally somewhere between a problem and a solution.