GPU by default. Quantum when the problem calls for it.
In plain English: AI that does real work. It takes phone orders, screens drug candidates and designs clinical trials, and every result comes back sealed and independently provable.
One real day of molecule-gen (3 October), on our own GPUs: fold the target, generate candidates, predict affinity, then safety signal, evidence, trial design and the IND section manifest. Every step is signed, and the day is anchored in Bitcoin. The chain re-runs every night.
Verify today’s run → More on molecule-gen → 1,605 real IBM quantum jobs, published with their failures →Programs
Business Partner
Google for Startups
Holina
Holina answers the phone and makes the videos.
Two products, with the AI running on our own GPUs. Holina Voice takes orders by phone for restaurants and local businesses, and it already has two paying customers in Charlotte: a busy restaurant and a food truck, with a barbershop committed and next in line. Holina Factory turns a prompt into a posted video.
Holina Voice · AI phone ordering
Every call, sealed.
When a Holina Voice call ends, its transcript is hashed, signed with a classical key and a post-quantum key, and chained, so a business can prove exactly what was said. Try it on a sample call: seal it, then change one byte.
Sample call · illustration
Holina Factory · holina.ai
Prompt to posted video, in one app.
Clone your voice, use the prompt coach, splice and caption on the timeline, and edit together in multiplayer rooms. Connect GoHighLevel and Canva, and run it all from Claude or ChatGPT over MCP. No token charges, because it runs on our GPUs and our models. Every output is watermarked and signed.
Open Holina Factory →molecule-gen · Quantum Pharma + Quantum Rx
Molecule to IND. Every step sealed.
Quantum Pharma folds the target, generates candidates and predicts how well they bind, on our own GPUs. Quantum Rx screens the drug class’s safety in the FDA’s adverse-event data, assembles the clinical evidence, designs the trial on a real IBM quantum computer and builds the IND section manifest. Eight steps, re-run every night, each signed three ways, two of them post-quantum; every day’s fingerprints are timestamped in Bitcoin and anchored on Base. Anyone can check a record in a browser against our published keys, without trusting us.
The discovery bench
Profile a candidate. Seal the verdict.
A working pre-screen bench. Enter a molecule's descriptors and it checks Lipinski's Rule of Five and Veber's rules, plots each property against its limit, flags the ADMET liabilities, and seals the screen — the deterministic gate that decides what's worth escalating. Measured against known actives, this gate passes 93% of our own generated candidates but only 3.1% of 97 known potent KRAS G12D inhibitors — real G12D binders are beyond-Rule-of-5 by design, and a Ro5 screen rejects them. 65.1% of 415 EGFR, 59.1% of 232 MAT2A. That is the honest limit of the screen.
Descriptors · Lipinski · Veber
The trial designer
Size the study. Seal the design.
A working trial-design tool. Enter your endpoint and the designer computes the sample size to power it — adjusted for dropout — places the study on the development pipeline, runs the IND-readiness checklist, and seals the design.
Two-arm endpoint · power
GPU lab · India + US
Our engineers work while the US sleeps.
Our team of eight engineers works India hours. At midnight in New York, as their workday starts, the GPU lab opens: notebooks, training jobs and a queue that runs them in order. At 9:45 AM New York time it closes, and the GPU goes back to the voice line for the US business day, with Factory renders fitting around calls. Even inside the lab’s hours, a live phone call comes first.
Why sealed matters
The rules are already being written.
Regulators aren’t waiting for automated decisions to mature. Every framework below already demands tamper-evident records of what a system did. EpochCore seals with post-quantum signatures by default, verifiable without us in the loop.
FDA · 21 CFR Part 11 · AI credibility guidance (2025)
Electronic records behind an FDA submission must be trustworthy and attributable (21 CFR Part 11), and the FDA’s January 2025 draft guidance asks sponsors to establish the credibility of any AI model whose output supports a decision on safety, effectiveness or quality. Live today: every molecule-gen step is sealed the moment it runs and can be checked without us.
molecule-gen ↑EU AI Act · Article 12
High-risk systems must keep automatic, tamper-proof logs of what they did. Enforcement is phasing in now.
SEC 17a-4 · FINRA 4370
Regulated firms must retain write-once, tamper-evident records — for years, provable on demand.
SOC 2 · audit trails
Every enterprise buyer now asks how you prove what your system produced. "Trust us" no longer passes.
Deepfakes · authenticity
Live today: every Holina Factory voice and video carries an invisible watermark and an ML-DSA-87 signature.
Holina Factory ↑Get in
Work with us.
We’re taking on a small group of design partners who want AI that does real work, with proof on every result. If that’s on your roadmap, let’s talk.