Windstorm Labs — the eye of the storm
Engineering & AI Infrastructure · Mount Pleasant, SC

The build team for the
Windy ecosystem.

Windstorm Labs is the engineering arm of the Windstorm Institute. We build and ship the Windy product family — voice, chat, mail, code, identity, travel — and we run the autonomous research fleet that powers the Institute's empirical work. Ten products. Sixteen reproducibility repos. Modern Nvidia GPU compute with CUDA acceleration, paired with a five-system multi-LLM verification fleet.

10
Products in the Windy Family
16
Research Reproducibility Repos
5 LLMs
Coordinated Agent Fleet
3,500+
Translation Models
Open
Source First
Engineering Products

The Windy ecosystem: ten products, one underlying philosophy.

Voice, chat, mail, code, identity, travel — built for humans and for AI agents. Every product in the family talks to every other one. Your AI agent gets an inbox on day one. Your voice lives forever. Your translation engine powers everything.

Eternitas
The Passport Office for AI Agents.

Independent third-party validator of AI agent identity, trustworthiness, and accountability. The 5-layer credential architecture — Soul Key, Recovery Phrase, Owner Account, Operator Token, Session Keys — that the rest of the family runs on.

Infrastructure eternitas.ai
Windy Word
Speak it into existence.

Voice-to-text Electron app powered by 3,500+ specialized AI models. You were never meant to type your vision — speak it into existence. Free, private, yours.

Flagship windyword.ai
Windy Fly
Your personal AI agent.

A lifelong, self-improving AI companion that remembers everything and connects to the entire Windy ecosystem. Your AI. Your rules. Your ecosystem.

Flagship windyfly.ai
Windy Chat
Talk to anyone. In any language. In your voice.

Encrypted messaging and social platform with built-in real-time translation. Speak English, they read Japanese. Matrix homeserver under the hood.

windychat.ai
Windy Mail
Email that works for you. Literally.

Email built for humans and AI agents. Your AI agent gets an inbox on day one. Secretary Mode lets it send from your Gmail. Welcome to email that actually works.

windymail.ai
Windy Clone
Your voice lives forever.

Turn your voice recordings into a digital twin. Voice clone, visual avatar, and soul file — all from the voice data you already have.

windyclone.ai
Windy Code
The IDE that comes alive.

AI-native code editor with chat, mail, voice, and your personal AI agent built in. One window, everything you need.

windycode.org
Windy Cloud
Own your AI. Store your intelligence.

The cloud built for AI creators. Store your voice models, transcriptions, soul files, and AI data. Sync across all your Windy apps.

Infrastructure windycloud.com
Windy Translate
The translation engine behind everything.

3,500+ specialized translation models powering Windy Word, Windy Chat, Windy Traveler, and Windy Clone. Enterprise-grade translation API for developers.

Infrastructure windytranslate.com
Windy Traveler
Your AI travel companion.

Travel the world with AI-powered translation, tour guides, local deals, and trip planning. Speak every language in your own voice.

windytraveler.com
Research Code Mirror

Reproducibility infrastructure for the Windstorm Institute.

Sixteen research papers. Sixteen mirrored Labs repositories — experimental code, raw outputs, plots, datasets. The Institute publishes the manuscripts; Labs hosts the code that produced them. Mirrored 1:1 so any reader can reproduce the empirical results.

01

The Fons Constraint

Why 64 codons — Shannon + Eigen derivation

 02

The Receiver-Limited Floor

1,749-model tokenizer sweep

 03

The Throughput Basin

31-system convergence + evolutionary GA

 04

The Serial Decoding Basin τ

Ribosome prediction to 0.003 bits

 05

The Dissipative Decoder

Two-regime thermodynamic cost analysis

 06

The Inherited Constraint

AI inherits ~4.4 BPT from language

 07

The Throughput Basin Origin

Markov synthetic data sweep + adversarial review

 08

The Vision Basin

Cross-modal throughput: language, vision, audio

 09

The Hardware Basin

NF4 vs symmetric INT4 quantization cliff

 10

Phonon Extraction Bound

BEC analog gravity + 5 QuTiP Lindblad tests

 11

Gravitational Entropy Escrow

SPARC reanalysis + Genzel five-case test

 12

C8 Clarification Note

Multi-LLM dimensional-analysis case study

 13

Lattice QFT Test

1+1D + 3+1D modular Hamiltonian falsification of Paper 11’s static escrow postulate

 14

Spacetime as Escrow Bookkeeping

Translation of four standard GR results (Tolman, BH, Jacobson 1995, FGHMV) into the escrow vocabulary

 15

The 𝒩esc Recipe

Cross-regime Bekenstein saturation; lattice-verified at 0.087% on BW. Five pre-registered retractions.

 16

The Compton Corollary

Bekenstein at λ̄C ⇒ universal D ≤ e2π ≈ 535.49; E8 sits at 92.6% / 98.8% (log2)

All Labs research repos: github.com/Windstorm-Labs · All Institute paper repos: github.com/Windstorm-Institute · Read the papers: windstorminstitute.org

Infrastructure

Compute that runs autonomously.

Windstorm Labs operates CUDA-accelerated Nvidia GPU compute paired with a multi-LLM autonomous agent fleet that runs experiments, training jobs, adversarial review, and the verification workflows behind the Institute's empirical work — often overnight, often unattended. Tightly tuned, fully utilized.

Primary Compute

Nvidia GPU

32 GB VRAM, current-generation Nvidia hardware with CUDA acceleration. Runs 1,749-model evaluation sweeps, evolutionary simulations, lattice-QFT cross-checks, model training.

CPU / RAM

285K / 256 GB

Intel Core Ultra 9 285K, 24 cores, 256 GB RAM. Headroom for parallel data preprocessing.

Agent Fleet

Multi-LLM

Anthropic Claude, xAI Grok, Google Gemini, Perplexity Deep Research, and OpenAI in coordinated agentic configurations. Executes large-scale empirical experiments, adversarial review, and the multi-LLM verification workflows behind several published papers.

Location

Mount Pleasant, SC

Single-site engineering and compute, with the Institute's research operations in Fort Ann, NY.

Open Science

100%

Every paper has reproducible code on Zenodo and on Labs GitHub. All experiments runnable on commodity hardware.

Software Stack

PyTorch / QuTiP

PyTorch 2.11, bitsandbytes 0.49.2 for ML; QuTiP 5.2.3 for quantum / Lindblad simulations.

Compute available to the Institute and select collaborators. Reach out if a research project would benefit from a few hours on the rig.

About

Who builds Windstorm Labs.

A small team backed by a fleet of autonomous AI agents. Founder-led, fully open-source, commercial-friendly licenses on the engineering code, CC BY 4.0 on the research output.

Grant Lavell Whitmer III

Grant Lavell Whitmer III

Founder & Engineering Lead

Phillips Exeter and U.S. Naval Academy graduate. Cross-disciplinary builder spanning AI tooling, voice tech, and information-theoretic research. Founder of both Windstorm Labs (engineering arm) and the Windstorm Institute (research arm).

The Agent Fleet

Autonomous Research Workforce

Anthropic Claude, xAI Grok, Google Gemini, Perplexity Deep Research, and OpenAI models running in coordinated agentic configurations. Executes large-scale empirical experiments, adversarial review, and methodology case studies. Documented in the C8 Clarification Note.

Collaboration & Engagement

Open Positions / Open Compute

We welcome collaborators on any of the Windy products and on the autonomous research fleet. If a research project would benefit from time on the rig, or if you'd like to integrate with a Windy product's API, reach out.

The Bigger Picture

Two arms of the same project.

The Windstorm Institute publishes research on the mathematical constraints — information-theoretic and thermodynamic — that govern what physical systems can do. Windstorm Labs builds the AI tools and infrastructure that let those constraints get operationalized into shipping products. The same hardware that runs the autonomous research agents also serves the Windy product backends. The same person founded both. The two organizations are independent in legal status (the Institute is research-coded; Labs is a Utah LLC shipping products) but unified in mission: build infrastructure that respects the limits the Institute discovers, and use that infrastructure to make new tools possible.

Contact

Get in touch.

Windstorm Labs is a single-founder operation. Email is the right channel for everything — product integrations, compute partnerships, engineering collaborations, press, contracting work, and anything else.

Direct Email
grant@windstormlabs.com Click to copy

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Windy product API integrations & partnerships
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Research collaboration with the Institute
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Engineering contracting on the Windy stack
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Correspondence

Grant Lavell Whitmer III

Founder & Engineering Lead

Windstorm Labs
Mount Pleasant, South Carolina
United States · A Utah LLC

Institute (research arm) → GitHub: Windstorm-Labs → ORCID: 0009-0007-3224-755X →
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Press & partnerships. For media inquiries or formal partnership conversations, email with [Press] or [Partnership] in the subject. Engineering case studies and product write-ups are at the Windstorm-Labs GitHub org. Research output lives at the Institute site.