Raw inference. Real engineering.
No wrappers. No compromises. No cloud dependencies.
10x Faster
Sub-millisecond inference. No API roundtrips. Your model runs on your hardware.
100% Private
Your data never leaves your infrastructure. AES-256. Military-grade. Complete control.
You Control It
No black boxes. You see every decision. You understand how it works.
Local AI Consulting.
Custom models. Your hardware. Your control.
Computer vision, NLP, forecasting — built and deployed on your infrastructure. We don't wrap APIs. We train real models. We optimize for your hardware.
GhostedAt.
Job market intelligence powered by real data.
Real data on company ghosting patterns. Track which employers actually hire, when to apply, and which roles match your profile.
For job seekers. Ad-supported. Built on real behaviour data from thousands of applications.
Built with conviction.
No Gatekeeping
AI shouldn't be locked behind expensive APIs. Open tools. Open access. Real independence.
Real Engineering
We solve hard problems. We build systems that work on real hardware, without handholding.
Your Control
You own the models. You own the data. No lock-in. No vendor dependency. Complete freedom.
Built by engineers who get it.
Digiterrarium was founded by engineers tired of black boxes. We spent years building custom ML systems for enterprises — watching companies get locked into APIs, paying millions to cloud providers, and having zero control over their own models. We built Digiterrarium to change that. Raw inference. Your hardware. Your rules.
We don't believe in wrappers. We believe in real engineering.
Computer vision at the edge.
Real-time inference on your hardware. No cloud round-trips.
Real-Time Processing
Computer vision models running locally. Sub-millisecond latency. No dependency on cloud APIs. Detect objects, faces, anomalies — all happening on your device.
✓ Object detection & tracking
✓ Semantic segmentation
✓ Pose estimation
✓ Anomaly detection
Privacy by Design
Raw video streams never leave your infrastructure. Models run locally. No telemetry. No tracking. Your data is yours alone.
✓ Encrypted on-device processing
✓ HIPAA & GDPR compliant
✓ No external data transmission
✓ Full audit logs
Bespoke models for your domain.
Trained on your data. Optimized for your hardware. Completely yours.
Off-the-shelf models don't cut it? We train bespoke models from scratch. Computer vision for your specific use case. NLP trained on your data. Everything optimized to run locally on your infrastructure. You own the weights. You own the predictions. You own the future.
Custom Training
Models trained on your domain, your data, your constraints.
Hardware Optimization
Quantized, pruned, optimized to run on your specific devices.
Full Ownership
You get the weights, the code, everything. No licensing fees.
Why reinforcement learning is the future.
Moving beyond classification. Building agents that learn and adapt.
Autonomous Decision-Making
RL agents that learn optimal strategies. No predefined rules. No fixed responses. Systems that adapt to your specific environment and constraints.
✓ Policy optimization
✓ Multi-agent coordination
✓ Real-world constraints
✓ Continuous learning
Edge Deployment
RL agents that run on edge devices. Train in the cloud, deploy locally. Agents that learn from real interactions, improve over time, adapt to drift.
✓ Lightweight agent training
✓ On-device learning
✓ Federated approaches
✓ Safety-constrained optimization
Safety and ethics by default.
Responsible AI
We build systems with bias detection, fairness monitoring, and explainability from day one. No black boxes. No hidden assumptions. You understand what your model does.
Data Governance
Your data stays yours. No retraining on your data without explicit consent. No data sharing. Full transparency on what's stored, how it's used, how long we keep it.
Human Oversight
AI systems that support human decision-making, not replace it. Systems built with override capabilities. Humans stay in control. Always.
Ready to own your AI?
Let's talk about what you're building.