We transform research checkpoints, Python-dependent speech/language models, and complex engineering tasks into ultra-fast, zero-dependency C++, ONNX and WASM standalone runtimes in production-ready applications. Air-gapped, privacy-compliant, and built for edge devices.
Most internal software teams struggle when moving beyond Python scripts. We perform low-level graph surgery, quantization, and runtime packaging so your existing team can ship local AI products without hiring specialized ML systems engineers.
We extract abandoned PyTorch .pth/.bin checkpoints, untangle deprecated CUDA/Bazel dependencies, and transpile legacy architectures into standard, maintainable ONNX graphs.
Sub-graph slicing, dynamic axis stabilization, INT8/FP16 quantization, and KV-cache optimization tailored for DirectML (Windows GPUs), Metal (Apple Silicon), and CPU SIMD.
Packaging models directly into native C++ DLLs, Electron (Node-gyp native addons), and WebAssembly (WASM). No local Python runtime, no Docker bloat, and zero cloud API dependency.
End-to-end streaming Speech-to-Text (ASR), expressive Text-to-Speech (TTS) with timbre and flow control, voice transformation, low-bitrate neural codecs, and local LLM comprehension for private voice agents.
>3 GB Docker images, fragile Conda environments, CUDA driver mismatches, and per-minute cloud API invoices that leak confidential client data over third-party servers.
Single 100-500 MB zero-dependency binary running on local hardware. Zero external calls, low latency, deterministic memory buffers, and IP security.
We deliver specialized runtimes for regulated, high-noise, or privacy-critical sectors where standard cloud APIs are legally or technically unviable.
Air-gapped voice capture, real-time transcription, and speaker identification for trading floors and broker desks meeting strict FCA SYSC 10A and MiFID II retention rules with zero external cloud egress.
Embedding real-time neural noise suppression (RNNoise/Lyra), voicemail-to-text, and local call analytics directly into hosted PBX or Microsoft Teams Direct Routing infrastructure with zero per-minute API fees.
Sub-10ms DSP and neural audio filters running on ruggedized edge radio devices, stripping jet turbine roar from ground-crew ramp dispatches for crystal-clear flight deck comms.
Local desktop transcription, witness interview logging, and PII redaction engines that run directly inside solicitors' and private clinic workstations without sending audio to third-party clouds.
Custom VITS neural vocoders, voice transformation for ADR/dubbing, and real-time noise reduction compiled for native DAW/VST integration on local high-performance macOS/Windows suites.
Subcontracting partner for Innovate UK, Horizon Europe, and university spin-outs. We turn experimental research models into deployable commercial prototypes for formal grant sign-offs.
We do not bill open-ended hourly rates. Our engagements follow a transparent three-stage process governed by deterministic latency, memory, and zero-dependency benchmarks.
A direct technical triage with our systems engineer. We analyze your use cases or model architecture, evaluate target hardware constraints, and confirm how your tasks will be solved (or existing models shipped for production).
We find suitable models for your tasks or inspect your existing model graphs, evaluate operational correctness and project latency/memory footprints, and provide actual verification sample outputs proving it works.
Choose between Optimized Model Artifacts (clean ONNX + tensor I/O schemas for internal developers) or a Turnkey Standalone Engine (embedded C++/Electron/WASM binary with full API docs).
We perform long-term algorithmic research and model development work alongside MLOps. Beyond standard black-box AI, AcoJaco leverages Jacobian Sensitivity Matrices to isolate explainable biological factors from acoustic variances.
Institutional-grade biometric voice verification utilizing Jacobian sensitivity maps to find true vocal tract physiology from speech audio.
Hybrid DSP and neural stream analysis detecting real-time injection attacks, acoustic discrepancies, and neural vocoder artifacts in live communications.
Frontier identity & content encryption preserving intelligibility while surviving adversarial eavesdropping and voice-cloning attack.
When critical approvals require verification, we supply mathematical proofs of synthetic vs. biological origins required by formal legal proceedings and compliance standards.
Where our mathematical acoustic and DSP foundation began. Synth Lab is an interactive sound design platform for parametric spectral vocal approximation and rapid musical sketching.
Discuss your tasks or target model, hardware constraints, or on-prem deployment requirements directly with our systems engineer.
Transmission Received.
Our engineering lead will review your model requirements and reply via your secure channel within 24 hours.