Breakthrough
innovation
at scale.
Nuera RDL is an independent research lab in Colorado’s San Luis Valley. We build structural-fluidic systems for irrigation, autonomous AI that acts only within explicit rules, and tools that check whether AI outcomes are good for people. Everything we make is built to be tested in the field and reproduced.
Four research areas, each tied to a real program.
Each area has an active program behind it, so the research always has a concrete test case.
Autonomous agents
Structured decision-making, coordination, and action in changing environments.
Distributed inference
Spreading computation and decisions across many agents and machines while keeping results fast, traceable, and reliable.
Learn more ↗Structural-fluidic systems
Physical systems in which one structure carries both load and fluid flow, starting with irrigation.
Learn more ↗Reasoning-system evaluation
Controlled tests that check whether AI systems reason correctly and whether their outcomes are good for the people they affect.
Learn more ↗Whole systems, tested in real conditions.
We start from the full problem: the hardware, software, people, and field conditions a system will actually face. Programs move from architecture to prototype to field or controlled testing, and we publish what we can reproduce.
Whole-system architecture
Connect components, infrastructure, software, and operating context—not isolated features.
Deep technical development
Advance programs through engineering and integration toward measurable performance.
Evidence in the real world
Use repeatable tests and field-relevant validation, not presentation-only prototypes.
Built for real use
Start with a problem people actually have, and plan the path out of the lab from day one.
A small team, amplified by purpose-built systems.
Nuera RDL is a small team that uses AI and custom-built software to take on more work than its size suggests. Automation handles repeatable tasks; people make the important calls.
AI drafts, people decide
AI tools speed up drafting, coding, and analysis. Architecture choices, test results, and anything published or sent outside the lab are reviewed by a person.
We follow our own rules
We build governance tools for AI that acts on its own, such as Quicksilver. The approval and review rules we design for others are the rules we work under ourselves.
One manifold. A new way to move pressure and flow.
Project AMP (Advanced Manifold Platform) is Nuera RDL’s flagship physical research program: one manifold system that brings pressure, flow, and structure together.
AMP’s first application is irrigation. The program is in engineering and prototyping, with field validation planned in the San Luis Valley. It starts from three problems growers deal with every season.
Soil compaction
Concentrated drive loads compact soil and pore space beneath each pass.
Land lost to wheel tracks
Repeated tower paths create permanent corridors through production fields.
Uneven water delivery
Uneven distribution can over-apply in some areas and under-apply in others.
Patent application in preparation.
Technical details will be published after the patent application is filed. Growers, agricultural researchers, and funders interested in field validation are welcome to get in touch.
Current programs.
Every program sits in one of three research pillars: physical systems, autonomous systems, and cognitive & evaluation systems.
Project AMP
Structural-fluidic architectures advanced through engineering, prototyping, and physical validation.
Explore Project AMP ↗Project Forkling
A framework for distributed decision-making, orchestration, and multi-agent coordination.
View on GitHub ↗Project Quicksilver
An autonomous company OS: AI agents propose actions; a deterministic kernel evaluates authority and risk.
Explore Quicksilver ↗Aura & WAES
Aura models what the people behind an automated system actually want, and keeps every change to that record visible. WAES is a set of evaluation suites for checking whether AI outcomes are good for the people they affect. Both are early-stage.
Ask about this work ↗Jeremy Beebe
Jeremy Beebe founded Nuera RDL, bringing together AI experimentation, hardware prototyping, and systems design to advance field-ready work across physical, digital, and cognitive domains.
Email Jeremy ↗ LinkedIn ↗Let’s talk.
We’re looking for research partners, agricultural field sites, collaborators, and funders. Reach Jeremy Beebe directly:
jeremy.beebe@nueraresearch.com
(719) 849-8965
linkedin.com/in/jeremybeebe