American Party first

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

We spent the last two weeks trying to prove ourselves wrong.

That process made EK TORUS stronger.

At IDGAF Holdings, we conducted a forensic audit of our EK TORUS results, rebuilding experiments, challenging baselines, rerunning workloads on fresh GPU infrastructure, and testing against real quantum hardware.

We retired numbers that didn’t survive scrutiny.

But we didn’t lose the markets behind them. We expanded the simulation domains our engine can address.

Here’s what survived and what we’re prepared to stand behind:

🔬 Drug Discovery & Molecular Simulation: 7,560+ GPU experiments, with measured benefit increasing from 2.26× at 256 particles to 3.44× at 4,096 particles, reconfirmed on fresh datacenter GPU hardware.

⚛️ Quantum Error Mitigation: 2.16× accuracy improvement measured on real IonQ hardware. Testing on IBM Heron class hardware confirmed on chip correction was neutral, as predicted, further defining where the opportunity exists: classical side noise mitigation.

🤖 Robotics & Rigid Body Simulation: approximately 66.6% measured compute savings at equivalent accuracy.

🌎 Seismic Simulation: 72.6% measured compute savings, with accumulating numerical error effectively flattened.

☀️ Fusion & Astrophysics: rebuilt MHD/Alfvén wave testing demonstrated approximately 66.4% measured compute savings.

💻 Semiconductor Plasma Simulation: 3.58× improvement with a 98.8% win rate, providing a strong entry point into semiconductor simulation.

An engineering breakthrough has expanded the EK TORUS engine to support broader physics domains, opening research opportunities across spin and magnetics, particle accelerators, biophysics, seismic systems, and custom industrial models.

The thesis is simple:

If numerical error accumulates over time, EK TORUS may be able to help.

Sometimes the value is speed, less compute for equivalent accuracy.

Sometimes it’s trust, keeping long duration simulations accurate.

And sometimes EK TORUS doesn’t help.

Knowing the difference matters.

Now we’re looking for additional third party validators across these fields.

If your organization operates in drug discovery, molecular simulation, quantum computing, robotics, seismic modeling, fusion, astrophysics, semiconductor simulation, or other long horizon scientific and engineering workloads, we want to benchmark EK TORUS against the models and simulation environments you already use.

Testing is conducted through our secure SDK, designed to enable controlled benchmarking while protecting proprietary workloads and data.

We’re looking for technical teams willing to put the technology through rigorous, independent testing.

Whether you’re looking for a competitive edge or want to be among the first to evaluate and potentially deploy a new simulation technology, we’d like to hear from you.

Bring us a real workload.

We’ll benchmark it.
We’ll measure the result.
We’ll let the data speak for itself.

IDGAF Holdings | EK TORUS
Measured. Audited. Reconfirmed.

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

What if the next breakthrough in critical infrastructure isn’t just about building more… but computing smarter?

At IDGAF Holdings, we’re focused on identifying and advancing dual-purpose technologies that can reshape industries where computational efficiency matters most.

Our first platform, EK-TORUS, is a numerical correction runtime designed to improve long-horizon simulation accuracy while reducing computational overhead without requiring changes to existing models or hardware.

Recent benchmark results include:
• 1,102 paired benchmark tests
• 96.4% overall win rate
• Up to 160× improvement in numerical accuracy on validated benchmark workloads
• Significant reductions in compute time across selected quantum simulation benchmarks

We’re proud to be participating in the NVIDIA LaunchPad Program and the IBM Quantum Accelerator Program as we continue expanding third-party validation and real-world testing.

This is bigger than quantum.

The same class of numerical optimization has potential applications across:
⚡ AI infrastructure
🏭 Industrial simulation
🌎 Energy systems
🛰️ Aerospace
🛡️ Defense
💊 Drug discovery
💹 Financial modeling

We don’t just invest in technology.

We find it. We validate it. We help bring it to market.

If you’re working on computationally intensive simulations and are interested in evaluating EK-TORUS on your own workloads, we’d welcome the conversation.

#AI #HPC #QuantumComputing #NumericalMethods #Simulation #DigitalEngineering #NVIDIA #IBMQuantum #Infrastructure #DualUseTechnology #IDGAFHoldings #EKTORUS

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

Every day, quantitative desks and risk teams pay a silent 30% to 60% "overcompute tax" on their Monte Carlo simulations. 
Why? Because traditional time-integrators slowly leak energy over long runs, accumulating numerical drift. To compensate and keep models stable, quants are forced to shrink their timesteps far below what the math actually requires—burning millions in unnecessary GPU-hours. 
At IDGAF Holdings, we designed EK-Torus to completely eliminate this bottleneck. 
Our in-process SDK applies a lightweight, number-theoretic correction schedule that re-imposes conservation laws at runtime. It requires absolutely zero changes to your underlying models, solvers, or hardware. 
The validated benchmarks for Hamiltonian Monte Carlo (HMC) workloads are game-changing: 
3.95x median energy conservation improvement. 
74.7% reduction in compute time to reach the same effective sample size. 
Intraday risk runs compressed from 4 hours down to ~1 hour. 
Our Business Model: Pure Gainshare
We don't ask you to buy on faith. We back our math with a completely risk-free alignment model:
1. The Free Test: We benchmark your proprietary workloads to prove the drift reduction. 
2. The Pilot: We run a localized trial to measure your exact, real-world GPU/cloud savings. 
3. The License: Your annual license agreement is calculated as a flat percentage of the proven infrastructure costs we save you. If you don't save money, we don't get paid. 
If you are ready to reclaim your GPU budget and run risk analytics 4x faster, let’s talk.

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

EK-TORUS joins IBM Quantum Startup Program! 🚀
Infrastructure milestone for IDGAF Holdings, primary owner of EK-TORUS, during growth phase: 1,100+ benchmarks validated. Building future collaborations for EK-TORUS development.
Thanks IBM Quantum!
#IBMQuantum #QuantumStartup #QuantumComputing #EKTORUS #IDGAFHoldings

[JHayes982 @JHayes913]

The Quantum Race Isn’t About More Qubits. It’s About Better Results.

I just watched Bloomberg’s The Race to Harness Quantum Computing, and it reinforces what the entire industry is focused on: building larger, more powerful quantum systems.

But there’s another side of the equation.

As quantum hardware advances, accuracy, stability, and computational efficiency become just as important as qubit count.

That’s where EK-TORUS comes in.

Instead of replacing existing quantum hardware or software, EK-TORUS is designed to work as a numerical correction layer that improves computational fidelity and reduces drift in quantum simulations.

Our testing has demonstrated:
✔️ 1,102 benchmark experiments completed
✔️ 96.4% overall improvement rate
✔️ Validation on NVIDIA H200 GPUs and IonQ Forte-class quantum hardware
✔️ Up to 160× greater accuracy in selected quantum simulation benchmarks
✔️ Significant reductions in compute time and cost for complex simulations

As companies like NVIDIA, IBM, Google Quantum AI, IonQ, Quantinuum, PsiQuantum, and others continue pushing quantum hardware forward, we believe software innovations that improve the quality of results will be an equally important part of the ecosystem.

The race to quantum advantage isn’t only about building faster computers.

It’s about enabling scientists, engineers, and researchers to trust the answers those computers produce.

We’re excited to be part of that conversation. It was a great documentary link below

Check out this video, "the race to harness quantum computing"

https://t.co/TLsd0LoIAB

#QuantumComputing #QuantumAI #NVIDIA #IBMQuantum #GoogleQuantumAI #IonQ #Quantinuum #PsiQuantum #Supercomputing #HPC #ScientificComputing #Innovation #DeepTech #EKTORUS #FutureOfComputing

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

Infrastructure is no longer just a support function it’s the foundation of innovation.

Every major breakthrough in AI, digital manufacturing, autonomous systems, healthcare, and scientific computing depends on one thing: scalable, resilient infrastructure.

As we join the NVIDIA Inception LaunchPad ecosystem, we’re excited to collaborate with innovators building the next generation of AI-powered solutions. This is an opportunity to accelerate development, connect with world-class resources, and help transform breakthrough ideas into real-world impact.

we believe the future belongs to organizations that can deliver the infrastructure behind AI power, compute, connectivity, and deployment at scale.

The next decade won’t be defined by who has the best ideas alone. It will be defined by who can build the infrastructure to bring those ideas to life.

The future is infrastructure-driven. The future is AI-powered. And we’re just getting started.

#AIInfrastructure #NVIDIA #LaunchPad #DataCenters #HighPerformanceComputing #DigitalInfrastructure #Innovation #FutureOfAI #PoweringAI #DataPowerSupply #idgaf #idgafholdings

[JHayes982 @JHayes913]

Every simulation makes tiny errors. One doesn't matter. Millions do.
This "numerical drift" silently drains your GPU hours, balloons budgets, and delays results.
EK-TORUS runs alongside your software, correcting drift in real-time to slash compute costs.
#HPC #Simulation #EKTorus

[American Party first @americanparty48]

@JHayes913 🚀

[JHayes982 @JHayes913]

The next breakthrough in AI won’t just come from faster chips.

It will come from better mathematics.

EK-TORUS isn’t another AI model, another GPU, or another quantum computer.

It’s a numerical correction framework that has now been evaluated across 1,102 paired experiments spanning 7 quantum computing domains.

The results:

• 96.4% overall win rate
• Up to 1,262× greater accuracy as systems scaled
• 100% wins on Fermi-Hubbard benchmarks
• Quantum chemistry workloads reduced from 30 days to ~15 hours
• Up to 97% reduction in compute cost for those workloads
• Validated on NVIDIA H200 GPUs and IonQ Forte hardware

If these results continue to hold under broader independent validation, the implications extend far beyond quantum computing.

AI.
Drug discovery.
Energy.
Defense.
Advanced manufacturing.
Scientific simulation.

The biggest opportunity in computing may not be building larger models.

It may be eliminating unnecessary computation.

We’re actively looking to collaborate with hyperscalers, national labs, government agencies, universities, and enterprise partners interested in validating and applying EK-TORUS.

The future of computing may not require more power.

It may require fewer mistakes.

#AI #QuantumComputing #HPC #ArtificialIntelligence #GPU #NVIDIA #IonQ #Quantum #Supercomputing #ScientificComputing #Energy #DefenseTech #Innovation #DeepTech #MachineLearning

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

EK-TORUS: the thin correction layer eliminating 30-86% compute waste in physics simulations. Integrator/hardware/time agnostic. Proven on 41k quantum experiments + real IonQ hardware. Send your workload for testing. https://t.co/ftLEnaNf1k #QuantumComputing #HPC #PhysicsSimulation #EnergyEfficiency #TechInnovation #Aerospace #DataCenters @dwavequantum @GoogleDeepMind @IBMwatsonx @IBM @SpaceX

[JHayes982 @JHayes913]

Proud to have presented EK-TORUS at Dual Tech Summit in Silicon Valley! Wall-clock compute time reduction for physics simulations. Integrator/hardware/time agnostic. Faster results. #DualTechSummit #EKTorus

[American Party first @americanparty48]

@datapowersupply @JHayes913 Crazy how this is a problem that has been waiting to been waiting to be solved for last 50 years. Great job 👏

[American Party first @americanparty48]

@JHayes913

[JHayes982 @JHayes913]

Every simulation leaks 30-60% compute in hidden drift. EK-TORUS fixes it.
A thin correction layer above integrators delivers 86% savings, validated on 41k+ quantum experiments (96.4% win rate) & real IonQ hardware (+37% under noise).
No change to your model. <2% overhead. Works on classical & quantum.
Watch the full story
Driving efficient AI/quantum infrastructure for South Florida’s growth. This is the ultimate competitive mote. #bettermath
#AI #Quantum #DataCenters #HPC #Infrastructure @nvidia @Microsoft , @Google @Amazon @Oracle @CoreWeave ,@Crusoe @OpenAI @Meta @IBM @Pfizer @Equinix , @DigitalRealty @QTS Data Centers . @SpaceX @blueorigin @elonmusk