INSIGHTS / FIELD NOTES FOR BUILDERS

Engineering insights for the production reality.

Practical guidance on AI, cloud and software decisions, written for teams turning complex systems into dependable outcomes.

Abstract visualisation of connected technology systems
THE LIBRARY

Ideas for the production reality.

Field notes for teams making consequential decisions about systems, delivery and AI.

12 articles

Platform engineering is a product discipline

A practical framework for deciding what belongs in an internal platform—and what does not.

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Designing RAG systems for evidence, not demos

Retrieval quality, evaluation and access control are the real architecture of useful RAG.

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Cloud cost is an architecture signal

How teams can connect FinOps decisions to reliability, ownership and product demand.

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Taking AI agents from prototype to production

The control loops, evaluations and operational boundaries that turn an agent demo into dependable software.

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RAG vs fine-tuning: choosing the right approach

A decision framework based on knowledge freshness, behavior, evidence and operating cost.

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MCP and the future of AI integrations

How standardized tool and context interfaces change the way teams connect AI to business systems.

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Designing highly available AWS architectures

Design availability around business tolerance, failure domains and recovery evidence—not diagrams alone.

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AWS vs Azure vs GCP for modern applications

Choose a cloud by organizational fit, data gravity, operating model and exit cost.

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Kubernetes production architecture

A pragmatic guide to cluster boundaries, deployment safety, observability and platform ownership.

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Terraform practices for infrastructure teams

Module boundaries, state strategy and review patterns that keep infrastructure change understandable.

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Building reliable CI/CD pipelines

Delivery pipelines as a safety system for repeatable, observable change.

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Microservices vs modular monolith

How team topology, change boundaries and operational maturity should shape system decomposition.

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FROM INSIGHT TO ACTION

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