Podcast

Send us Fan MailAI is dramatically increasing the speed at which teams can build software. But if you can ship features in hours instead of months, a new problem emerges:How do you know you’re building the right thing?In this episode of Serverless CrAIc, Dave Anderson, Mark McCann, and Michael O’Reilly explore why clarity of purpose and a strong North Star are more important than ever in an AI-accelerated world.As AI tools and agentic systems remove friction from development, teams can prototype, build, and deploy faster than ever before. But without clear direction, that speed can quickly turn into chaos, feature overload, and wasted effort.We discuss:Why the North Star framework still matters in the AI eraThe importance of leading vs lagging metricsHow observability and telemetry support decision-makingWhy product management and engineering roles are shiftingThe growing need for product-oriented engineering teamsIf AI increases your delivery velocity, your strategy and decision-making must evolve just as quickly.Chapters00:00 – Welcome to Serverless CraicAI everywhere and the coming singularity (maybe).00:31 – Does the North Star still matter in the AI era?Why clarity of purpose becomes even more critical when you can build faster.01:30 – Why speed without direction is dangerousHow AI can lead teams to build the wrong things faster.02:20 – Experience as an advantage in the AI eraWhy experienced engineers ask better questions of AI systems.03:06 – The first North Star question: What game are you playing?Defining your problem space before building anything.04:29 – Rapid experimentation with AI prototypesUsing AI-driven prototyping to discover meaningful product signals.05:41 – Observability hasn’t changedWhy understanding what to measure is still the hardest problem.06:32 – Leading vs lagging metricsHow telemetry and instrumentation help teams track progress.07:53 – The shift toward systems thinkingWhy engineers increasingly need a systems engineering mindset.08:29 – Product management pressure in the AI eraThe growing importance of solving real customer problems.09:27 – Wardley mapping, user needs, and rapid iterationWhy product strategy becomes more important as teams move faster.10:38 – The danger of overwhelming users with featuresUnderstanding organisational and user adoption limits.11:01 – Decision-making speed in large organisationsWhy strategic decisions must flow faster through organisations.11:55 – Engineering teams becoming product teamsAutonomy and product ownership in high-velocity environments.12:48 – Making good decisions against the North StarWhy strong leadership and judgement still matter.Resources & ReferencesNorth Star Framework – aligning teams around a single product metricLeading vs Lagging Metrics – measuring immediate vs long-term outcomesObservability in modern systems – instrumentation and telemetryThe Build Trap (concept discussed by product leadership thinkers)Wardley Mapping – understanding user needs and strategic positioningDORA Metrics – measuring engineering delivery performanceServerless Craic from The Serverless EdgeCheck out our book The Value Flywheel Effect Follow us on X @ServerlessEdgeFollow us on LinkedIn Subscribe on YouTube