Axion Deep Labs is an independent R&D company. We publish original work in machine learning, quantum computing, and topology, then build it into products people actually use.
Not an agency. A laboratory. We build technology at the bench, prove it with reproducible experiments, and spin the results out as products and licensed IP.
Every program starts as a question and ends with a measured answer. Here is what is running now.
Can the topology of a loss landscape predict how well a model resists catastrophic forgetting?
H0 predicts mitigation benefit ρ = 0.86, p = 2.4e-6Does the persistent homology of loss-landscape slices give an early-warning signal before a model suddenly generalizes?
Directional signal at WD = 0.03, constrained HPC replicationCan we predict fine-tuning regression from weight geometry, without running a single benchmark?
Target ρ ≥ 0.7 across 3+ model familiesWhat we learn at the bench becomes software people ship on. Each is built to spin out on its own.
The command center for founders. One place to run the whole company.
Website-to-CRM with AI lead scoring. Turn visitors into a pipeline.
Autonomous, multi-vector security analysis. Scope-enforced by design.
Full-stack React platform. A builder and a schema-driven runtime.
Visual quantum-computing education. Build circuits, see the math.
Automated gate access for communities, spun into its own company.
We contribute to the world through real tools, not content marketing dressed as charity. We have been on the receiving end, and that informs everything we build.
A portion of our engineering output goes to open-source tools for underserved communities. No paywall, no signup, no strings.
Open-source inventory, client intake, volunteer scheduling, and delivery routing for food banks. We talk to the people who use these services first, then build what hurts most, and release it free. Built by people who have stood in that line.