Technology & Engineering Stack
We build on production-grade, reliable libraries and air-gapped container configurations to ensure your industrial data remains secure.
Machine Learning Models & Logic
We train convolutional neural networks and time-series forecasting models using industry-standard machine learning libraries.
- ✓ PyTorch (Model training)
- ✓ TensorFlow (Inferences)
- ✓ Scikit-Learn (Analytics models)
- ✓ Python (Core backend)
Computer Vision & Optical Ingestion
Process visual frames locally inside enclosures or assembly lines at sub-100ms latency limits.
- ✓ OpenCV (Optical streams parsing)
- ✓ PIL & NumPy (Array processing)
- ✓ Fast CV (High-speed filters)
- ✓ IP camera RTSP parsing
Vector Stores & Telemetry Databases
Integrate telemetry logging and vector embeddings tables securely on-site.
- ✓ PostgreSQL (Primary operational tables)
- ✓ pgvector (Local vector databases)
- ✓ Redis (In-memory telemetry caching)
- ✓ Prisma (ORM mappings)
Private API Server & Deployment
Air-gapped compute structures to process datasets locally without external API requirements.
- ✓ FastAPI & Uvicorn (Private APIs)
- ✓ Docker (Local container builds)
- ✓ Ubuntu Server (Compute nodes)
- ✓ On-premise secure firewalls
Engineering Capabilities Matrix
Our broad technical competence enables us to design full-scale digital systems alongside core industrial telemetry models.
Generative AI Applications
Deploying custom LLM integrations, parsing tools, and domain-specific content APIs.
Autonomous AI Agents
Engineering multi-agent orchestration files, recursive task loops, and tool integrations.
RAG Systems & Embeddings
Building semantic database indexes using local pgvector search queries.
Natural Language Processing
Tabular extraction, custom OCR parsing, classification, and text segmentation.
Computer Vision Systems
Deploying conveyor cameras, pass/fail visual inspectors, and defect sorting checks.
Data Intelligence platforms
Integrating SCADA sensor outputs, vibration readings, and automated CSV logs.
Full-stack AI Integrations
Creating React dashboards, FastAPI services, and local container orchestration.