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3 active
Projects in the lab, from live tools to early research.

Fig. 01 — The lab — Est. 2025

Smith Advanced Systems — Research lab

Independent AIand technologyresearch lab.

We study hard problems in intelligent systems where they show up under real operational pressure, then turn what we learn into tools.

§ 01 — How we operate

From field work to projects.

Smith Advanced Systems studies hard problems in intelligent systems and applied software where they show up under real operational pressure, then turns what we learn into tools and research projects.

“We build where we have felt the gap ourselves, without forcing teams into locked platforms.”
— How we choose what to build

Fragile automation, brittle model workflows, and systems that look fine in demos and fail in production: those constraints shape what we research. We prototype with practitioners, then ship software meant to be owned by the teams who run it.

2025
Founded
AI Research
Focus
3 active
Projects

01

Research and development

We study complex problems where they actually exist: in production systems, under real load, with real operational consequences. Through experimentation, prototyping, and direct work with operators, we build a ground-level understanding of the constraints. The right tools follow from that understanding.

Read our approach

02

Projects and tools

Out of that field work comes a portfolio of software projects: agent orchestration, applied ML products, and supporting tools that integrate into existing stacks and can stand alone as independent companies.

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§ 02 — Portfolio — Featured

What we're building inside the lab.

Projects and notes — scroll

Project — 01

generate-data.com

Synthetic test data for systems that fail on tidy demos.

Project — 02

skailr.io

Scale intelligence. Orchestrate anything.

Project — 03

olios.io

Agentic financial intelligence.

Note — 02

Evaluating intelligent systems honestly

Matching pipelines, scoring models, and agentic systems all fail on the same class of case: the messy one a tidy demo never shows you.

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Interested in our projects?

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