A tool call is not permission.
The model can request an action. The system must decide whether it is allowed.
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AI that's engineered
Built for the hard part.
Advanced AI. Complex software. Critical infrastructure. Connected, secured and engineered as one system.
30years in
infrastructure
infrastructure
15years in
software
software
Modern AI engineering
Beyond the chat window.
AI that uses applications, searches across media and carries a task through to completion. Engineered around access, integration and control.
Computer-use automation
Controlled browser and desktop workflows for applications without a suitable API.
Voice & visual assistants
Live voice, visual context and tool use, connected to your information and applications.
Multimodal knowledge
Search documents, diagrams, images and recordings, with references to the source.
Connected agents
Specialist agents across platforms. Defined tasks, controlled handovers and checked results.
Agent identity & security
Agent identities, scoped permissions and controls enforced around execution.
State, memory & recovery
Long-running tasks with checkpoints, controlled memory and recovery after interruption.
Private & hybrid AI
Local, hosted or hybrid models, with explicit data and network boundaries.
AI-assisted modernisation
Investigate existing code, build tests and prepare changes for review.
Model choice, controls and delivery are scoped around your systems.
Explore all AI engineeringInside the engineering
The detail makes the difference.
Test the task. Not just the answer.
Check the evidence, the tools used and the result. Then test the failure cases.
Built to run. And to change.
Monitor behaviour, version changes and plan recovery. Keep ownership clear.
The whole system. Not one layer.
AI, software, infrastructure and security need to work together.
Follow a request. Deny access. Break a connection. See where the workflow stops.
Inspect an agent workflowThree decades forward
Built through every era.
From physical infrastructure to production AI. The technology changes. The experience carries forward.
1990s
Physical infrastructure
Server rooms. Networks. The foundations.
2000sVirtualisation & security
More connected. More to protect.
2008-2012Cloud & hybrid
A workload needs more than a location.
From 2011Software engineering
Building what runs on the platform.
2013-2022Automation & DevSecOps
Repeatable changes. Visible results.
2023 onwardProduction AI
The newest layer. All that experience underneath.
30 years in infrastructure. 15 years in software. Still building what comes next.
The full Toltec storyThe full technology stack
One connected system.
Four disciplines.
AI is the newest layer. Infrastructure, security and software are established Toltec disciplines.