7 min read
From an agent pilot to a system you can run
A pilot shows that a model can attempt a task. Production needs an owner, an allow-list of tools, an evaluation, and a way for a person to challenge the outcome.
Australian AI infrastructure consultancy
AI factories and production agents for Australian enterprise.
Dynacore designs and delivers the infrastructure behind serious AI: GPU clusters, high performance storage and networks, power and cooling, and the path from an agent pilot to a governed production system.
- Agents and applicationsThe work the organisation runs
- Models and orchestrationServing, tools, evaluation, guardrails
- PlatformScheduling, identity, observability
- Accelerated computeGPU clusters sized to the workload
- Fabric and storageThe network and the data path
- Energy and facilityPower, cooling, space, commissioning
- Dynacore is operated by Natro Technic Pty Ltd, ABN 57 156 275 320, ACN 156 275 320.
- GPU clusters, high performance computing, storage, networking, power and cooling.
- For CIOs, CTOs, and infrastructure and data leaders in Australian enterprises and government.
Practices
Three practices, one delivery line
Infrastructure, agents and integration are designed together. A model that cannot reach the enterprise, or a cluster the building cannot power, is an unfinished system.
Infrastructure
AI Factory
Strategy, design, build and operations for GPU clusters, high performance fabric and storage, and the power and cooling that make them runnable.
View the practiceSystems of action
Agentic AI
Agents, orchestration and governance, taken from a pilot to a production system with an owner, an evaluation and a way to challenge an outcome.
View the practiceThe enterprise path
AI integration and automation
Connecting models and agents to identity, data and the workflows people already use, with an allow-list and a record of what ran.
View the practice
Cloud, Microsoft workplace and the identity around them sit in a supporting practice. Cloud and workplace.
Delivery
From the first brief to operations
Commissioning is the proof that the system you agreed is the system that is running: power, thermals, fabric, storage, failure behaviour and a written handover.
01
Assess
Workload, data, site, and the constraints that bound the design.
02
Design
Reference architecture, capacity, fabric, storage, and facility interfaces.
03
Build
Compute, network, storage, power and cooling, integrated as one system.
04
Integrate
Identity, enterprise systems, models and agents, and the paths data may take.
05
Operate
Commissioning, acceptance, observability, handover, and the run model.
How the work is held
- One line of accountability
- The same practice stays with the work from the first brief through commissioning and handover.
- Vendor neutral
- The workload and the building choose the platform. A catalogue does not.
- Australian delivery
- Privacy, residency and local accountability are design inputs.
- Production as the aim
- Evaluation, governance and operations are part of the design, alongside the infrastructure.
What an engagement is built to leave behind
Named client references are published only with the client’s agreement. None are listed on this site. The record of the work is the set of artefacts below.
01
Brief
A written account of the workload, the data and the constraints.
02
Architecture
A reference architecture and a capacity view.
03
Site
A readiness note for power, cooling, space and network entry.
04
Integration
How identity, data and enterprise systems are reached.
05
Commissioning
Acceptance criteria for power, thermals, fabric, storage and failure behaviour.
06
Handover
An operating model, run notes, and a named way to support the system.
Insights
Briefings for infrastructure and data leaders
6 min read
Power, cooling and the building in front of you
Current GPU racks publish power figures around 120 kW and above. The planning work is whether this building can deliver that, and reject the heat, before anyone places an order.
6 min read
What an AI factory is, and how to plan one
An AI factory is the system that turns power, data and accelerated compute into intelligence you can run. Plan it from the workload and the building, then choose the platform.
Principal
Navid Rastegani
Navid Rastegani (Nav) owns and leads Dynacore. He is an infrastructure architect with more than 25 years of practice. His work is the end-to-end design and delivery of AI factories: GPU clusters, high performance computing, high performance storage, networking, and the power and cooling required to commission them.
About DynacoreAnswers
Direct answers
Short statements for the questions this page is here to settle.
What does Dynacore do?
Dynacore designs and delivers AI factory infrastructure and production agent systems for Australian enterprise. The work covers GPU clusters, high performance storage and networks, power and cooling, and the path from an agent pilot to a governed production system.
Who is Dynacore for?
CIOs, CTOs, and infrastructure and data leaders in Australian enterprises and government.
What is the legal entity behind Dynacore?
Dynacore is operated by Natro Technic Pty Ltd, ABN 57 156 275 320, ACN 156 275 320.
Where does Dynacore work?
Australia. Privacy, residency and local accountability are treated as design inputs, not as an afterthought.
Book a briefing
Bring the workload, the constraint, and the decision in front of you. We will tell you plainly whether we are the right practice.