AI & Enterprise Systems Start from the constraint, not the model.

Applied AI and the software a business runs on: private models that work on your own data, platforms built around how your people work, automation with a person in the loop, and optimisation for hard scheduling and routing problems. It comes out of REKA’s applied R&D and lives in Heuristik, REKA’s applied AI division.

The answer is usually a smaller, private, grounded system that runs where your data already lives. When one proves repeatable, it becomes a product at AntaraX.

Janka explaining the reasoning behind a forecast
Janka, an AntaraX product, shows the reasoning behind each forecast.

What we work on

AI that does real work inside a business, the systems it runs on, and the hard problems underneath.

AI-generated illustration. Unique newly generated illustrative scene: Wide photo of a fictional Malaysian production planner and a supervisor reviewing the next day's sequence of unlabelled job cards spread on a small office table. One person standing, one seated, overhead three-quarter composition showing the tabletop as the focus, laptop closed. A practical planning moment, no neural-network graphics, no readable schedule or performance figures. Not actual REKA staff, a named client or deployment evidence.
Private, grounded AI

Models, including open-weight LLMs, run inside your walls, on your data, under your control, in line with Malaysia’s PDPA and Vietnam’s PDPL. On a bounded task, retrieval over your own sources beats a bigger model.

AI & LLMs in the Lab →
AI products for operations

Yara shows where every job and work order stands. Janka forecasts inventory and drafts the order for a person to approve. Tinara, a closed pilot, tells a sales team who to call and why.

AntaraX →
Enterprise platforms

Bespoke software built around how your operation already works, like the on-demand cloud platform REKA built to bring modern, convenient service to UMW’s heavy-equipment customers.

The UMW case study →
Automation with a person in the loop

Reporting, approvals, data entry and handoffs automated on AntaraX Ripple, with review checkpoints wherever judgement matters and every step logged.

Intelligent Automation →
Optimisation

Routing, scheduling and allocation problems framed as QUBO or Ising models and solved with quantum-inspired methods on ordinary hardware, each result benchmarked against a strong classical baseline.

Quantum in the Lab →
Reliable in production

Because we also build AI that runs on real vehicles and machines, we engineer for reliability: evaluation, monitoring, drift detection and human oversight, the difference between a demo and a system that works at 2am.

Robotics & Autonomy →
Private, grounded AI: inside your walls Inside your walls, on your data and under your control, in line with Malaysia’s PDPA and Vietnam’s PDPL: open-weight LLMs work from retrieval over your own sources, with human oversight from a person. In production: evaluation, monitoring and drift detection. Not out of your walls: on a bounded task, retrieval over your own sources beats a bigger model. Inside your wallson your data, under your control Malaysia’s PDPAVietnam’s PDPL Your own sourcesyour data retrieval Open-weight LLMsprivate, grounded A personhuman oversight on a bounded task In productionevaluation · monitoring · drift detection · human oversight a smaller, private, grounded system that runs where your data already lives a bigger model Private, grounded AI: inside your walls Inside your walls, on your data and under your control: open-weight LLMs work from retrieval over your own sources, with human oversight from a person, and evaluation and monitoring in production. Not out of your walls: on a bounded task, retrieval over your own sources beats a bigger model. Inside your wallson your data, under your control Malaysia’s PDPAVietnam’s PDPL Your own sourcesyour data retrievalon a bounded task Open-weight LLMsprivate, grounded A personhuman oversight In productionevaluation · monitoringdrift detection · human oversight a smaller, private, grounded systemthat runs where your data already lives a bigger model
Seth Linton, REKA’s Systems Cartographer, scanning

SETHThe answer is usually a smaller, private, grounded system that runs where your data already lives.

ReadoutInside your walls, on your data, under your control. Hover or tap a part to read what it does.

Optimisation, with an honest horizon

Most quantum value lives in the formulation, not the machine. We frame hard problems the quantum way, solve them with what runs today, and tell you plainly where the hardware is.

AI-generated illustration. Unique newly generated illustrative scene: A fictional Malaysian adult production planner beside a large plain magnetic task board on the safe edge of a factory floor, carefully moving one blue job card between blank machine columns while an operator waits holding the next unlabelled card. Natural high-window light, practical manufacturing context. Cards and board contain abstract marks only, no formulas, numbers, claims or readable words. Not actual REKA staff, a named client or deployment evidence.
Now · usableQuantum-inspired wins

Reformulate hard optimisation problems and solve them with quantum-inspired classical methods. If classical wins, we say so, and ship the classical solution.

Near · 3 to 7 yearsNarrow hybrid advantage

Specific structured problems in simulation and optimisation begin to favour hybrid quantum-classical approaches.

Far · the betFault-tolerant scale

When error-corrected machines arrive, the organisations that framed their problems early move first. We prepare clients for it; we do not sell it as imminent.

Read the quantum research →