https://shaneburrell.com/insights/ Executive perspectives on technology leadership, team building, and transformation—from software delivery and product work to platform engineering and AI adoption. en-us Sat, 20 Jun 2026 22:28:54 GMT https://shaneburrell.com/insights/measuring-ai-assisted-engineering-metrics-that-matter/ https://shaneburrell.com/insights/measuring-ai-assisted-engineering-metrics-that-matter/ License counts and anecdotal speedups do not prove AI adoption is working. An executive framework for baselines, outcome metrics, review burden, platform-fit signals, and governance—so leaders know whether AI is changing economics or just accelerating the wrong architecture. Sat, 20 Jun 2026 00:00:00 GMT Sat, 20 Jun 2026 00:00:00 GMT https://shaneburrell.com/insights/technical-due-diligence-acquirers-boards/ https://shaneburrell.com/insights/technical-due-diligence-acquirers-boards/ Most technology due diligence is a tool checklist that misses integration risk. An executive framework for what actually predicts post-acquisition failure—cloud debt, delivery collapse, AI governance gaps, and platform maturity—and how to run a two-week review that informs the deal. Fri, 19 Jun 2026 00:00:00 GMT Fri, 19 Jun 2026 00:00:00 GMT https://shaneburrell.com/insights/cloud-savings-after-migration/ https://shaneburrell.com/insights/cloud-savings-after-migration/ Cloud migrations win headlines, but savings often creep back within 18 months. How to institutionalize cost discipline, engineering guardrails, and reliability tradeoffs so your migration dividend actually sticks. Tue, 16 Jun 2026 00:00:00 GMT Tue, 16 Jun 2026 00:00:00 GMT https://shaneburrell.com/insights/fractional-cto-playbook/ https://shaneburrell.com/insights/fractional-cto-playbook/ When fractional technical leadership makes sense, how to scope engagements for measurable impact, and frameworks for onboarding, leverage, and lasting value—drawn from 25+ years of software, product, and executive leadership. Sat, 23 May 2026 00:00:00 GMT Sat, 23 May 2026 00:00:00 GMT https://shaneburrell.com/insights/agent-sprawl-shadow-it-platform-engineering/ https://shaneburrell.com/insights/agent-sprawl-shadow-it-platform-engineering/ Agentic AI is moving from pilots into production workflows, creating a new form of shadow IT. Technical leaders need platform engineering discipline to manage AI agents with governance, context standards, validation, observability, and cost control. Sat, 25 Apr 2026 00:00:00 GMT Sat, 25 Apr 2026 00:00:00 GMT https://shaneburrell.com/insights/llms-are-becoming-commodity-durable-advantage-comes-from-workflow-not-vendor/ https://shaneburrell.com/insights/llms-are-becoming-commodity-durable-advantage-comes-from-workflow-not-vendor/ Leadership teams are over-focusing on branded AI tools and agent races. The real advantage comes from repeatable workflows, task-specific clients, operational leverage, and internal tooling shaped around your domain. Sun, 08 Mar 2026 00:00:00 GMT Sun, 08 Mar 2026 00:00:00 GMT https://shaneburrell.com/insights/from-concept-to-cloud-ai-speed/ https://shaneburrell.com/insights/from-concept-to-cloud-ai-speed/ How AI-augmented development with expert leadership enabled building a cloud-native Git platform with enterprise features in record time. Tue, 03 Feb 2026 00:00:00 GMT Tue, 03 Feb 2026 00:00:00 GMT https://shaneburrell.com/insights/ai-workflow-integration-cursor-claude/ https://shaneburrell.com/insights/ai-workflow-integration-cursor-claude/ Five hard-won insights on integrating AI tools into development workflows. Why adoption is binary, why fundamentals still matter, and why nobody will be competitive without AI. Fri, 12 Dec 2025 00:00:00 GMT Fri, 12 Dec 2025 00:00:00 GMT https://shaneburrell.com/insights/end-to-end-stack-technique/ https://shaneburrell.com/insights/end-to-end-stack-technique/ A leadership-level perspective on building small, high-performing teams that fuse HCI, application, and infrastructure with local Docker workflows and Kubernetes validation. Sun, 09 Nov 2025 00:00:00 GMT Sun, 09 Nov 2025 00:00:00 GMT https://shaneburrell.com/insights/training-models-with-models/ https://shaneburrell.com/insights/training-models-with-models/ Using AI to train AI isn't just possible—it's becoming essential. But the real competitive advantage lies in purpose-built models and exceptional labeled data, not the latest architecture. Strategic insights on building AI that works. Sat, 01 Nov 2025 00:00:00 GMT Sat, 01 Nov 2025 00:00:00 GMT https://shaneburrell.com/insights/leveraging-ai-strategic-advantage/ https://shaneburrell.com/insights/leveraging-ai-strategic-advantage/ How technical leaders and engineers can integrate AI into both development workflows and products to maintain competitive advantage. Real insights on AI, ML, and agentic systems beyond the hype. Sat, 25 Oct 2025 00:00:00 GMT Sat, 25 Oct 2025 00:00:00 GMT https://shaneburrell.com/insights/stm32-firmware-simplicity-first/ https://shaneburrell.com/insights/stm32-firmware-simplicity-first/ Lessons learned from developing critical embedded firmware on ARM Cortex-M microcontrollers. Why bare-metal approaches often outperform RTOS and Linux-based solutions in reliability, real-time performance, and maintainability. Wed, 15 Oct 2025 00:00:00 GMT Wed, 15 Oct 2025 00:00:00 GMT https://shaneburrell.com/insights/platform-migration-14m-savings/ https://shaneburrell.com/insights/platform-migration-14m-savings/ How I achieved $14M in annual cost savings migrating from multi-cloud to AWS with zero business impact. Strategic planning, team building, and risk mitigation for large-scale platform migrations. Sat, 15 Mar 2025 00:00:00 GMT Sat, 15 Mar 2025 00:00:00 GMT https://shaneburrell.com/insights/business-case-platform-engineering/ https://shaneburrell.com/insights/business-case-platform-engineering/ How to articulate the business value of platform engineering investments to executives. Cost optimization, developer productivity multipliers, and ROI measurement frameworks. Fri, 15 Nov 2024 00:00:00 GMT Fri, 15 Nov 2024 00:00:00 GMT https://shaneburrell.com/insights/building-platform-engineering-teams/ https://shaneburrell.com/insights/building-platform-engineering-teams/ Practical insights on hiring, structuring, and leading platform engineering teams that deliver self-service infrastructure, developer productivity, and business value. Tue, 15 Oct 2024 00:00:00 GMT Tue, 15 Oct 2024 00:00:00 GMT https://shaneburrell.com/insights/native-vs-cross-platform-mobile/ https://shaneburrell.com/insights/native-vs-cross-platform-mobile/ Why cross-platform frameworks like React Native and Flutter look appealing but rarely deliver on their promises. Strategic insights on choosing native development and the iOS-first, Android-copy pattern that saves time and money. Sun, 15 Sep 2024 00:00:00 GMT Sun, 15 Sep 2024 00:00:00 GMT https://shaneburrell.com/insights/law-enforcement-leadership-lessons/ https://shaneburrell.com/insights/law-enforcement-leadership-lessons/ What 16 years as an auxiliary police officer taught me about leadership, crisis management, and decision-making under pressure. How law enforcement principles translate to technology executive leadership. Mon, 15 Jan 2024 00:00:00 GMT Mon, 15 Jan 2024 00:00:00 GMT