teamdub.labs ltd

R&D STUDIO · AI & SYSTEMS

Production-grade
R&D_

We bridge the gap between speculative research and hardened, local-first production infrastructure. When off-the-shelf APIs fail, we build what's next.

The studio

Team Dub Labs Ltd works where systems engineering meets frontier AI. Most shops do one or the other — publish papers, or build to spec. We take the hard part in between: the unproven, the unsolved, the thing with no off-the-shelf answer — and we make it run, locally, in production.

Then we carry it all the way to a system you can run. The lab is where the hard problems get solved. The studio is how they reach you.

What we do

01

Systems Architecture & Engineering

End-to-end product architecture, custom networking protocols, and localized deployment. We design and build robust infrastructure capable of handling intensive workloads.

02

Advanced AI & Orchestration

Local LLMs, multi-agent systems, and retrieval pipelines wired into your own data — not someone else’s API. Intelligence that runs on your infrastructure.

03

Custom R&D Spikes

The deep-tech problems with no off-the-shelf answers. Custom evaluation harnesses, complex automation loops, and prototyping novel execution layers under tight technical constraints.

04

Validation & Red Teaming

Short, high-impact engagements to stress-test your system’s architecture, security boundaries, or AI evaluation pipelines before moving to wide-scale production.

The lab — what we’ve cracked

The active research threads behind the studio — what client work is drawn from, and what we ship.

IDResearch threadStatus
EXP-001 Hyperdimensional Memory Systems In production
EXP-002 Localized Multi-Agent Orchestration Active
EXP-003 Self-Organizing Knowledge GraphsRead ↗ In production EXP-004 Autonomous Infrastructure LayersGitHub ↗ Active
EXP-005 Deterministic Evaluation Harnesses In production
EXP-006 Reflective Agent Workflows Active
EXP-007 AI-Assisted Red Teaming Systems Active

7 active threads · drawn on for client work

Start a project

Tell us what you’re building. We reply within one business day with whether it’s a fit, who’d work on it, and a suggested first step.

Get in touch

contact@teamdub.com ↗

A few sentences on what you’re building, the team, and the timeline gets us to a useful first reply fastest.