Alex Shumsky

At Symbolic Mind, pricing is designed to reflect value, control, and long-term ownership, not just usage. We don’t offer one-size-fits-all plans. Instead, we tailor our pricing to your deployment t...

What tech stack do you use? Julia, neuro-symbolic architecture, CPU-first design.   Do you know if I can see benchmark data? Yes, reach out for performance comparisons vs. BLiMP and Vicuna benchmarks.

How do we start integration? We collaboratively define the scope of work, the integration plan, and deploy on your infrastructure.   Do you work with system integrators or partners? Yes — our GTM s...

What is continual learning? Your model improves over time, without full retraining or losing existing knowledge.   Can the AI adapt to new business units? Yes. Our architecture supports targeted up...

Who owns the trained models? You do — 100%. Symbolic Mind never touches your data.   Is my data safe? All training happens behind your firewall. No data leaves your environment.

Cloud, On-Prem, or Edge — which is right for me? Choose Cloud for scaling flexibility, On-Prem for data privacy, or Edge (coming soon) for local, real-time inference.   Do I need GPUs? No — Symboli...

What is Symbolic Mind? Symbolic Mind is an AI Frontier Research Lab that delivers models, agents, and platforms — fully owned and managed by enterprises. Our focus is on continual learning, full da...