Essays by Ry Walker

Essays on AI, startups, and software engineering by Ry Walker, founder of Tembo and Astronomer.

allagentsaiapisarchitectureastronomerautomationbottleneckbuild-vs-buybusiness-modelcode-reviewcoding-agentscommunicationcompetitioncontextcontext-engineeringcoordinationculturecustomer-developmentcustomer-successdatadecision-makingdeveloper-experiencedeveloper-toolsdevexeconomicsengineeringenterpriseevaluationexperiencefoundersfundraisingfuturego-to-marketgovernancegrowthgtmhuman-in-the-loopincentivesinfrastructureintegrationintuitionjudgmentknowledge-managementknowledge-workkubernetesleadershiplearningmaintenancemanagementmarketmarketingmeasurementmemorymoatsnuanceobservabilityopen-sourceoperationalizationoperationsoutboundpersonalpersonal-agentspersonalizationphasespitchingplatformplatformsplaybookprocessprocurementproductprototypingqualityragreasoningrecommendationsretentionreviewsalessecurityseedshippingskillssoftware-engineeringstartupsstorytellingstrategytembotoolingtrustunit-economicsworkflow
Feb 1, 2026Top Performer Analysis: The Real Opportunity in AI Tool Telemetry

The interesting use of AI coding tool data isn't ranking. It's understanding how your best engineers actually work — and helping the rest of the team catch up.