IQ Giants

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AI-native engineering

How We Build Software

A structured delivery system combining written specifications, AI-assisted implementation, senior human review, shift-left testing, secure SDLC, CI/CD and living documentation.

Spec-driven development

Acceptance criteria, interfaces and edge cases are written before implementation starts.

AI-augmented engineering

AI accelerates routine implementation and review, while engineers remain accountable.

Secure SDLC

Threat awareness, dependency scanning and secure coding are embedded in delivery.

Short feedback loops

Frequent demos and decisions prevent large surprises at the end.

Shift-left quality

Testing and performance checks happen during implementation, not after it.

Reviewed source control

Protected branches, pull requests and reproducible releases reduce change risk.

Test pyramid

Fast unit checks, integration coverage and end-to-end validation serve different risks.

OWASP-aware delivery

Web security checks and dependency hygiene are part of release readiness.

Living documentation

Architecture notes, API specs and runbooks are maintained with the system.

Engagement phases

A visible path from idea to operation.

01

Discovery & Assessment

1–2 weeks

Align on business goals, users, constraints, systems, risks and success measures.

Requirements briefRisk registerScope mapInitial roadmap
02

Solution Design

1–3 weeks

Define architecture, UX direction, API contracts, data model and delivery approach before build.

Architecture viewsUX flowsAPI contractsInfrastructure plan
03

Development & Testing

Iterative

Build in short increments with peer review, automated tests, demos and quality gates.

Working incrementsSprint demosTest evidenceCode reviews
04

Migration & Deployment

Planned rollout

Prepare data, environments, release automation, cutover steps and rollback strategy.

Migration planRunbookRollback pathGo-live checklist
05

Training & Optimisation

Post launch

Enable users and operators, measure real usage, then tune performance and workflows.

DocumentationWalkthroughsTrainingPerformance review
06

Ongoing Support

Ongoing

Operate, patch, monitor and improve the system against agreed service levels.

Bug fixesSecurity updatesFeature roadmapService reports