Savva Laboratories

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Technology & Coding Services

We build the machines that prove the theory.

This lab renders formal models into physical substrates. Not inspiration. Implementation. We enforce isomorphism between model logic and silicon so systems run on the same governing principles. Focus: edge AI, neuromorphic prototypes, FPGA engineering. Systems are on-device, low-latency, low-power, private.

Who this is for

  • Research labs and clinics needing compliant offline AI
  • Schools deploying cognitive tools on-site
  • Teams building hardware–software proofs of concept
  • Individuals requiring sovereign, privacy-preserving systems

Formats of engagement

  • Edge Port Sprint: quantize, prune, compile; INT8 or FP16; TensorRT or ONNX Runtime; latency and power report
  • FPGA Overlay: Verilog or VHDL or HLS; driver and DMA path; host API; bitstreams and tests
  • Neuromorphic Prototype: SNN or event camera; training loop; on-device learning option
  • Full Device Build: BOM, image, containers, watchdogs, logging, admin UI, handover docs

The 5 stages

  1. Spec: signals, constraints, formal acceptance tests
  2. Architecture: compute placement, memory movement, failure handling
  3. Implementation: overlays, kernels, services, model integration
  4. Validation: benchmarks, soak tests, failure injection, baseline plus ablations
  5. Deployment: image, enclosure notes, admin guide, training and handover

“We do not simulate the model. We build the machine that is the model. Biology is not a metaphor; it is an engineering specification.”

— Andreas Savva

Our stack

  • Hardware: Jetson Orin, NUC, Raspberry Pi; ULX3S or target FPGA
  • Fabric and drivers: Verilog or VHDL overlays, bitstreams, kernel modules, DMA, GPIO or I²C or SPI
  • Runtime: Docker or Podman images, services, config management
  • Model: PyTorch, ONNX, TensorRT, spiking simulators, RL loops
  • Telemetry: local logging, export scripts, privacy-first analytics
  • DevOps: makefiles, CI, versioned artifacts, reproducible images

Contact me to begin working together!

Welcome to a world of limitless possibilities, where the journey is as exhilarating and where every moment is an opportunity.