Applied AI • Low‑friction engineering

Ship smarter. Automate harder.

We design lean AI systems, agentic workflows, and developer tooling—built to survive contact with reality.

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Sub‑10ms

vision loops on edge gear

Zero PII

privacy‑first deployments

1‑file

drop‑in installers & scripts

Service slate

Automation

DXGI/vision bots, Teensy bridges, task agents, CI jobs.

Models

RWKV/LLM routing, LoRA stacks, retrieval & memory.

Infra

Cloudflare Pages/Workers, Docker, GPU nodes, observability.

Selected work

Preferred stack

Python, C++/Teensy, Node/Typescript, RWKV/Qwen/Gemma, Cloudflare Pages + Workers (KV/D1), Docker, Netlify Functions, Plausible/CF Web Analytics.

Contact

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