Team Health
How healthy engineering organisations are measured — trust, clarity, load, psychological safety and ownership.
Engineering Leadership
Operating systems for engineering organisations
Beyond generic people-management statements — practical frameworks for health, delivery, quality and growth. Most of it comes back to two things: painting a picture of what good looks like, and defining what we are aiming at.
Delivery
Predictability is built through readiness, small batches, visible constraints and honest forecasting.
Quality
Quality is shifted left through definition of ready/done, testing strategy, review systems and production readiness.
Engineering Metrics
DORA, cycle time, MTTR, change failure rate and deployment frequency — used as decision signals, not vanity scores.
Career Development
1:1s, feedback, growth plans and mentorship that connect individual growth to organisational capability.
Engineering Standards
Definition of Ready, Definition of Done, technical refinement and quality gates — the artefacts that paint a picture of what good looks like, so teams stay in sync on the expectation for each deliverable.
Organisational Design
Team topology, ownership, responsibility and cross-functional alignment that make architecture executable.
AI-First Engineering
AI increases the need for engineering discipline rather than reducing it
AI-assisted SDLC, context engineering, agentic workflows, TDD with AI, guardrails, automated verification and compound engineering — grounded in systems, not hype.
Context packsPlan before codeSpec-driven execution
Verification gatesLearning loops
Progressive guardrails
Use AI to accelerate work inside a controlled operating model — never as a substitute for judgement.
CTO Toolkit
Frameworks you can reuse
Engineering Health Scorecard
A practical scorecard for reviewing delivery, quality, team health and operational readiness.
Open
DORA Review Template
A structured template for reviewing deployment frequency, lead time, change failure rate and MTTR.
Open
Architecture Decision Template
Concise ADR format: context, decision, trade-offs, reconsideration triggers.
Open
Definition of Ready
A readiness checklist that improves planning quality before implementation begins.
Open
Definition of Done
A completion standard covering verification, security, observability and operability.
Open
AI Engineering Readiness Checklist
Assess whether an organisation has the context, guardrails and verification needed for AI-assisted delivery.
Open