Services
Four areas of deep expertise. Every engagement is led end to end by the engineer who designs and builds your system.
AI Consulting
The problem: you know AI could change your product, but not which approach is feasible, what it will cost to run, or whether to build or buy.
Typical deliverables
- A feasibility study with a working proof of concept on your own data
- System architecture and model selection, with cost and latency estimates
- A build-vs-buy recommendation and vendor evaluation
- Technical due diligence on AI products and teams
Video Processing
The problem: video is heavy, messy and time-critical. Models that look great in a demo stall on real codecs, frame rates and hardware budgets.
Typical deliverables
- Video enhancement: super-resolution, denoising, stabilization, frame interpolation
- Video analysis: detection, tracking, segmentation, event and scene understanding
- Real-time pipelines with GPU decoding, batching and inference optimization
- Deployment on cloud GPUs and edge devices
Multimodal Systems
The problem: your data spans video, images, text and audio, and you need one system that understands them together — not four disconnected models.
Typical deliverables
- Vision-language model selection, evaluation and fine-tuning
- Multimodal search and retrieval (RAG) over video and image archives
- Captioning, visual question answering and structured extraction
- Evaluation sets and metrics tailored to your domain
Self-Improving Agents
The problem: agents that work on day one often plateau or degrade, and improving them by hand does not scale.
Typical deliverables
- Agent architecture with tools, memory and guardrails
- Evaluation harnesses that measure agent performance automatically
- Feedback loops that let agents refine their prompts, tools and strategies — recursive self-improvement under human oversight
- Safety limits, monitoring and rollback for autonomous changes
How we work
- Assessment (1–2 weeks): a focused review of your problem, data and constraints, ending in a written recommendation and plan.
- Project: a fixed-scope build, from prototype to production handover.
- Advisory retainer: ongoing monthly support — architecture reviews, model choices and hands-on help when your team needs it.