Free through 2026No sign-up gate • No invoice • Best-effort capacity
All our solutions are free for the rest of 2026.
For the remainder of 2026, every solution listed below — Transfer Oracle,
ProbeCodex, and the Operator Platform — is free to use.
No commercial contract, no paid tier required.
Two conditions: (1) no support is offered — if something breaks, you're on your own;
(2) usage is capped by whatever our existing servers can handle. If we hit capacity,
we throttle or pause new sessions until things calm down. Use it, learn from it, ship with it — just don't ask us to fix it.
AI solutions — from edge devices to cloud models.
We help engineers audit, verify, and ship AI models across the full stack —
from RTOS on embedded hardware to large-scale models in the cloud. Our APIs and open-source plugins
integrate into the tools engineers already use: NVIDIA, AMD, MLflow, and more.
What we build
Model safety & auditing: Structural transfer verification, tamper-proof audit certificates, compliance-ready reporting for EU AI Act, FDA, NIST.
Edge & embedded AI: AI-powered debugging for ARM Cortex-M, RTOS analysis, real-time firmware testing via MCP protocol.
Data & model insurance: Verifiable audit trails that enable third-party insurance of AI model deployments and data pipelines.
Developer APIs: 71+ endpoints, 9 open-source plugins, free tier for developers, enterprise tiers for regulated industries.
Python • FastAPI • NumPy
TypeScript • Next.js
NVIDIA • AMD • MLflow
ARM • FreeRTOS • MCP
Docker • PostgreSQL
Right now
Free through end of 2026 — all solutions, no commercial gate.
9 open-source plugins shipping across NVIDIA, AMD, and MLflow ecosystems.
Tamper-proof audit certificates live in production.
EU AI Act compliance deadline: Aug 2026.
Stockholm, Sweden • Remote friendly
Our Solutions
AI solutions for model safety, embedded intelligence, and deployment auditing — free through 2026.
LiveFree 2026
Transfer Oracle
Model safety infrastructure for production ML. Structural transfer auditing with tamper-proof
certificates — know if quantization, fine-tuning, or distillation broke your model before it reaches production.
Compliance-ready for EU AI Act, FDA, and NIST AI RMF.
AI-powered debugging for embedded systems. Connect your hardware probe and let AI debug,
flash, analyze RTOS tasks, and test firmware — directly from Claude Code.
90+ MCP tools for ARM Cortex-M development.
Multi-tenant franchise platform. Operators deploy their own branded instance of Transfer Oracle
with custom domains, Stripe billing, automated provisioning, and 70/30 revenue split.
Multi-TenantWhite-LabelStripe BillingFranchise Model
Large platforms are buying model safety capability. We’re building it natively.
Regulatory tailwind
EU AI Act: High-risk conformity assessments mandatory August 2, 2026.
FDA: 1,250+ AI/ML medical devices authorized. Each change requires re-validation.
NIST AI RMF: Referenced by FTC, SEC, CFPB in enforcement actions.
Global: 75% of world economies will regulate AI by 2030 (Gartner).
Get in touch
Questions about the solutions or how to wire them in? We usually reply within one business day. Note: free-2026 use is unsupported — this address is for general inquiries, not bug reports.