Frequently asked questions.

Hoegfeldt Research

1. What is Hoegfeldt Research?

Hoegfeldt Research designs deterministic systems that verify themselves while they run. Our work unites advanced mathematics, physics, and computation into reproducible frameworks for energy efficiency, artificial intelligence, extended reality, and large-scale data infrastructure.

2. What does “deterministic technology” mean?

Deterministic technology produces identical results from identical inputs - no hidden randomness or drift. Every process emits cryptographic receipts so its performance can be proven anywhere, anytime.

3. What is the True Time™ framework?

True Time™ is a unified field and verification framework that models time as an active field. It ensures that one measurable potential Φ always decreases under natural limits (energy, computation, bandwidth). This single law governs physics, AI, and digital systems alike - and every run leaves an auditable receipt.

4. What are ResFold™ and SeedOS™?

  • ResFold™ compresses and reconstructs complex structures from compact seeds, allowing deterministic replay in XR, AI, and simulation.

  • SeedOS™ is a lazy runtime that unfolds capability only when needed, enforcing explicit limits for time, power, and data.

Together, these systems bring True Time™ into practical use - efficient, verifiable, and sustainable computing.

5. How does this technology relate to AI power and energy bottlenecks?

Global AI growth now faces a hidden constraint: power and cooling, not chips.
Even Microsoft’s CEO Satya Nadella confirmed that GPUs are idle because data centers can’t deliver enough electricity or cooling capacityMicrosoft’s AI Power Bottleneck….

Our frameworks address this directly:

  1. ResFold™ reduces data movement —the largest hidden power cost in GPU clusters.

  2. True Time™ performs lazy evaluation, computing only what changes observable results.

  3. Temporal power shaping flattens peak amperage so facilities can run more GPUs on the same lines.

  4. Thermal flow control predicts heat plumes and tunes cooling in real time.

Predicted impact (site-dependent):
20-40 % reduction in joules per AI result (conservative); calculated savings up to 60–90 % in I/O-heavy workloads. This transforms power-limited data centers into energy-resonant compute fabrics - more capacity, less carbon.

6. Why is this important for AI companies?

Because AI expansion is no longer limited by GPUs; it’s limited by megawatts.
A deterministic compute layer that lowers energy per inference lets hyperscalers, GPU lessors, and HPC centers unlock stranded capacity - and cut millions in annual electricity costs.

7. What problems does True Time™ solve beyond energy?

  • Scientific reproducibility: each experiment carries a verifiable log.

  • System stability: guaranteed monotonic potential Φ prevents runaway behavior.

  • AI fairness: deterministic training and inference for identical results.

  • Compression & latency: smaller data footprints with exact replay.

  • Verification: cryptographic receipts for compliance and ESG reporting.

8. How does this help sustainability and carbon reduction?

By cutting data-movement energy and enforcing caps, True Time™ reduces total power draw without reducing output. Each verified run reports watts-per-result, enabling direct greenhouse-gas accounting and proof of savings.

9. What industries benefit most?

  • AI and machine learning

  • Data centers and colocation providers

  • Extended reality and game engines

  • Scientific simulation and HPC

  • Energy management and smart grids

  • Compression, storage, and edge compute

10. How does True Time™ differ from traditional physics?

Classical physics describes what happens; True Time™ defines what is allowed to happen - all changes must follow the same scalar inequality. It connects relativity, thermodynamics, and computation through one verifiable potential.

11. Can it integrate with existing AI frameworks?

Yes. It drops in at the PyTorch or ONNX level and requires no model retraining.
It simply controls execution timing, data movement, and energy logging - deterministically.

12. What are “receipts” and why do they matter?

Receipts are cryptographically signed records of each run - inputs, outputs, energy, thermal headroom, and Φ trajectory. They prove that every claim is backed by data and can be audited without revealing source code or IP.

13. How does ResFold™ improve performance in XR and simulation?

By reversibly folding geometry and materials into compact seeds that expand only when observed. This reduces memory load, network traffic, and energy use while guaranteeing identical visual results.

14. What is SeedOS™ used for?

SeedOS™ is a deterministic operating runtime that activates modules only as needed.
It’s ideal for edge devices and data centers that need predictable latency and verified efficiency.

15. Is this connected to quantum theory or non-Euclidean time?

Yes - conceptually. True Time™ extends ideas from quantum temporal entanglement and curved chronogeometry into a measurable framework. It turns “time as a resonant field” into testable physics and auditable data.

16. Can this technology run on renewable power?

Absolutely. Deterministic energy shaping lets systems adapt to variable solar or wind input without instability. Each site can prove joules-per-result under different power profiles.

17. How do you verify energy savings?

We run identical A/B workloads with and without the deterministic layer and compare PDU and GPU telemetry for 72 hours. Outputs must match bit-for-bit. Any difference in energy consumption is recorded in signed receipts.

18. Who are potential partners?

  • Hyperscale cloud operators (Microsoft, Google, Amazon, Meta)

  • GPU lessors and AI colocation providers (CoreWeave, Lambda, Crusoe)

  • European HPC centers (CSCS, LUMI, SURF, JSC)

  • Data-center REITs and utility operators (Digital Realty, Equinix)
    All seek proven ways to cut energy per result without new hardware.

19. Is the technology available for licensing?

Yes, under appropriate non-disclosure and pilot agreements.
Public materials are non-enabling; full enablement is reserved for registered counsel.

20. Can universities or research labs collaborate?

Yes. We offer pilot programs that allow labs to measure deterministic energy savings on their own hardware and publish results with open receipts.

21. How does this fit into the global energy transition?

By reducing AI’s energy intensity, True Time™ and ResFold™ directly lower data-center demand on grids already strained by AI growth. This accelerates the shift to renewable, distributed, and certified green compute.

22. Is Hoegfeldt Research filing patents?

Yes. Multiple patent families are in preparation for EU and international filing.
All public content remains non-enabling until counsel submissions are complete.

23. Where is Hoegfeldt Research based?

Operations are international, with coordination in North America and Europe and partnership focus in Switzerland, Ireland, Denmark, the Netherlands, and Germany.

24. How can I contact Hoegfeldt Research?

Email: Contact@HoegfeldtResearch.com
Website: https://HoegfeldtResearch.com
ORCID: 0009-0004-7894-7410