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...(e.g., AI agents) Confusion — "what do we do?" Already trialled — know what works Regulation changes Compliance gap — reactive Already designed in — proactive The scanning value chain: Monitor — track sources...

...Vendor lock-in risk — how hard is it to leave? Community and ecosystem — is there support? Regulatory compliance — does it meet requirements? Integration with existing stack — does it fit? Scalability characteristics...

...if it crashes becomes 99.9% uptime required. Governance — ignored becomes audit trail, versioning, compliance. This guide walks through each piece of the production puzzle. Try it yourself — The implementation...

...models Data is unlabelled Supervised learning requires labelled examples Data is not governed Privacy, compliance, and access issues block deployment Most organisations don't have an AI problem — they have...

...Leadership AI-Augmented Leadership Manage human effort Orchestrate human-AI collaboration Focus on process compliance Focus on outcome optimization Skills are static Continuous upskilling is mandatory Decisions...

...Engineering Patterns, APIs, how to implement ADR, tech spec, diagrams Detailed Technical Security / Compliance Controls, evidence, audit readiness Control register, evidence Detailed Compliance Vendors...

...made." Governance covers four concerns. Consistency — are decisions made the same way across teams? Compliance — do decisions follow the agreed principles and guardrails? Alignment — do decisions support...

...or can't send data to a vendor Mistral Efficient performance, EU data residency You're in a European compliance context or optimising for cost For most everyday workplace tasks — drafting, summarising,...

...significant trade-off The decision will be questioned by future team members The decision is required for compliance or audit Don't write an ADR for: Decisions that are easily reversible Decisions that affect...