Applied AI Engineering
Production systems built around language models, with an emphasis on reliability, latency, and cost.
~/ welcome
Arch Light Gen Research // Developing AI solutions
Arch Light Gen Research is a software company focused on building practical AI systems. We design, prototype, and ship software that pairs modern machine-learning tooling with careful engineering.
01 / About
Between research and production.
ALGR was formed to explore the space between research and production. Our work centers on language-model infrastructure, evaluation methodology, and developer-facing tooling. These form the connective tissue between modern models and the products that rely on them.
We take engagements where the path from a promising model capability to a shipped feature is genuinely unclear, and we bias toward small, iterative work that leaves measurable artifacts behind.
02 / Services
What we do.
Three overlapping practice areas. Most engagements touch at least two of them.
Research & Prototyping
Short-cycle exploratory work on model capabilities, evaluation harnesses, and agent architectures.
Systems Integration
Connecting AI components to existing product surfaces across web, mobile, and internal tooling.
03 / Approach
How we work.
- 01
Understand
Scope the problem before writing code. Map constraints, success criteria, and the model capabilities the work actually depends on.
- 02
Prototype
Build the smallest thing that answers the question. Instrument it, evaluate it honestly, and iterate against real data.
- 03
Ship
Harden the prototype into a system: reliability, observability, cost controls, and a path to keep it current as models evolve.
04 / Contact
Get in touch.
For collaboration, research partnerships, or service inquiries, we read every message.
Arch Light Gen Research LLC
4030 Wake Forest Road Ste 349
Raleigh, NC 27609