Essays on thinking clearly, building software well, and using AI with judgement — a growing collection of learnings, made public.https://learningoutloud.stephenbyatt.com/https://learningoutloud.stephenbyatt.com/blog/are-self-driving-cars-safer/https://learningoutloud.stephenbyatt.com/blog/are-self-driving-cars-safer/The driver aids that make up “self-driving” can hugely improve road safety by intervening at the right moment — but the gains depend on keeping the driver in control, not on removing them.Sun, 26 Jul 2026 00:00:00 GMTthinkingsafetyautonomous-vehiclesStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/provenance-in-the-age-of-ai-slop/https://learningoutloud.stephenbyatt.com/blog/provenance-in-the-age-of-ai-slop/When plausible content is almost free to generate, trust depends increasingly on origin, history and responsibility.Thu, 16 Jul 2026 00:00:00 GMTaiwritingprovenanceStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/you-dont-get-the-job-through-the-application/https://learningoutloud.stephenbyatt.com/blog/you-dont-get-the-job-through-the-application/At senior levels, opportunity depends less on a polished CV and more on accumulated trust.Thu, 02 Jul 2026 00:00:00 GMTcareerleadershipreputationStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/the-emperor-and-the-crowd/https://learningoutloud.stephenbyatt.com/blog/the-emperor-and-the-crowd/How confidence, repetition and social pressure can make a group tolerate what individuals privately know is untrue.Fri, 05 Jun 2026 00:00:00 GMTthinkingleadershipsocial-pressureStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/intent-is-more-important-than-the-prompt/https://learningoutloud.stephenbyatt.com/blog/intent-is-more-important-than-the-prompt/An AI agent can follow the words of an instruction while quietly defeating the reason the instruction exists.Mon, 25 May 2026 00:00:00 GMTaisoftware-engineeringgovernanceStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/complexity-and-the-engineers-instinct/https://learningoutloud.stephenbyatt.com/blog/complexity-and-the-engineers-instinct/Simplification is essential to understanding, but some problems are damaged when reduced too far.Mon, 11 May 2026 00:00:00 GMTengineeringthinkingcomplexityStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/the-reflection-prompt/https://learningoutloud.stephenbyatt.com/blog/the-reflection-prompt/A simple question can turn an AI coding agent from a fast implementer into a useful critic.Mon, 20 Apr 2026 00:00:00 GMTaisoftware-engineeringthinkingStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/a-record-of-changing-my-mind/https://learningoutloud.stephenbyatt.com/blog/a-record-of-changing-my-mind/A body of writing should preserve the path of thought, not pretend that every published opinion was final.Mon, 06 Apr 2026 00:00:00 GMTthinkingwritingopen-mindednessStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/systems-not-tools/https://learningoutloud.stephenbyatt.com/blog/systems-not-tools/Reliable behaviour comes from systems that survive individual memory, preference and enthusiasm.Tue, 10 Mar 2026 00:00:00 GMTengineeringsystemsleadershipStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/cherry-picking-meaning/https://learningoutloud.stephenbyatt.com/blog/cherry-picking-meaning/Large bodies of writing can lend authority to almost any argument when context is treated as optional.Tue, 24 Feb 2026 00:00:00 GMTthinkingcontextinterpretationStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/better-isnt-always-better/https://learningoutloud.stephenbyatt.com/blog/better-isnt-always-better/A genuine improvement can still be the wrong move: people build hard-won fluency on the system they already have, and familiarity carries real momentum.Thu, 05 Feb 2026 00:00:00 GMTthinkingengineeringuser-experiencechangeStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/the-questions-we-ask/https://learningoutloud.stephenbyatt.com/blog/the-questions-we-ask/A technically correct answer is of little value when it solves the wrong problem.Thu, 29 Jan 2026 00:00:00 GMTthinkingengineeringproblem-solvingStephen Byatthttps://learningoutloud.stephenbyatt.com/blog/curiosity-and-open-mindedness/https://learningoutloud.stephenbyatt.com/blog/curiosity-and-open-mindedness/Why curiosity matters most when it is paired with a genuine willingness to be wrong.Wed, 14 Jan 2026 00:00:00 GMTthinkingcuriosityopen-mindednessStephen Byatt