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Capabilities

What we build, and why
each one is hard.

Capability and engagement model are different questions. These four are what we build. How you buy them — augmentation, a managed pod, a transformation programme, a build–operate–transfer centre — is a separate decision, and the two combine freely.

Probabilistic systems

AI & Applied ML

LLM applications, retrieval systems, agents and applied ML built to a standard you can put in front of a regulator — with evaluation harnesses, cost controls and failure behaviour designed in rather than discovered in production.

Most AI projects do not fail on model quality. They fail because the team had no way to tell whether a change made the system better or worse, so every release was a judgement call and confidence decayed until the project was quietly shelved.

Scope an AI build5 articles in AI Engineering

Software that acts

Agentic Systems & Automation

Systems that choose their own next step — tool-using agents, orchestrated workflows and automation that spans your existing systems — designed so that what they are permitted to do, and what happens when they are wrong, are decided up front.

The hard part of an agent is almost never the model. It is the boundary: what it may do unsupervised, how a half-finished multi-step action is recovered, and how you stop it. Most production systems marketed as agents are workflows with a model in them — and that is usually the correct design, chosen deliberately rather than by default.

Scope an agentic build7 articles in Agentic

Irreversible deployment

Blockchain & Smart Contracts

Protocol and application development where a deployment cannot be rolled back and a defect is a withdrawal. Contract engineering, security review, upgradeability design and the on-chain boundary decision.

Every delivery practice that assumes you can ship a fix breaks here. The response is not to slow everything down — it is to move the iteration upstream, where it is cheap, and make the irreversible step the smallest and best-verified thing you do.

Scope a protocol build5 articles in Blockchain

Gated releases

Mobile & Cross-Platform

iOS, Android and cross-platform applications delivered continuously despite a third party sitting between your merge and your users — staged rollouts, feature flags, release trains and a native-versus-cross-platform decision made on economics.

Mobile is the one place where someone else owns your release path. Teams that treat store review as an immovable wall end up with monthly batches and mobile as the slowest thing they own. Teams that engineer around it ship weekly and decouple release from reveal.

Scope a mobile build5 articles in Mobile

The paved road

Platform & Data

The substrate the other three stand on: cloud infrastructure, deployment pipelines, observability, data platforms and the internal paved road that determines how fast every team above it can move.

Platform work is the highest-leverage investment available to a delivery organisation and the easiest to defund, because its return shows up as other teams being faster rather than as anything the platform team can point at. Measure it as adoption and friction removed, or it will be cut.

Scope platform work3 articles in Engineering

How the two combine

Capability × engagement model

Any capability can arrive through any engagement model. The capability decides who we put on it; the model decides what we are accountable for and how it ends.

CapabilityTeam AugmentationManaged PodsDelivery TransformationBuild–Operate–TransferAlphaScrum Academy
AI & Applied MLYesYesYesYesCurriculum
Agentic Systems & AutomationYesYesYesYesCurriculum
Blockchain & Smart ContractsYesYesYesYesCurriculum
Mobile & Cross-PlatformYesYesYesYesCurriculum
Platform & DataYesYesYesYesCurriculum

The one exception is the Academy, which teaches delivery practice rather than supplying engineers — though each capability contributes its own module, because verification looks different when the thing you are verifying is probabilistic, irreversible or gated behind a third party.