Engineer In the Looop

Alec Harrison

Engineer in the Loop is the weekly show for software engineers who ship with models in the mix. Host Alec Harrison chats with practitioners about architecture decisions, failure modes, and the workflows that keep humans firmly “in the loop.” Expect repo round-ups, post-mortems, and listener Q&A—with actionable code examples and zero buzzword fluff!

  1. 12/17/2025

    Inside Microsoft’s Secret to Scaling New Ideas W/ Taylor Black

    What does it really take to turn bold ideas into real impact inside one of the world’s largest technology companies? In this episode of Engineering in the Loop, Alec Harrison sits down with Taylor Black, Director of AI & Venture Ecosystems in the Office of the CTO at Microsoft, to unpack how internal incubators actually work — and why most innovation efforts fail before they ever ship. Taylor leads Microsoft’s internal incubation studio, where early-stage, high-risk ideas are tested, validated, and scaled into products capable of generating hundreds of millions — and eventually billions — in revenue. Unlike traditional startups, these ventures must meet Microsoft-scale expectations while navigating enterprise constraints, long buying cycles, and strategic alignment across product groups. In this conversation, we cover: What makes an idea “Microsoft-sized” (and why most aren’t) How internal incubators de-risk innovation before product teams invest Why $1B in revenue within five years is the bar — not the exception The biggest mistakes founders make when starting companies When not to take venture capital (and why most founders do it too early) How AI agents will reshape work far beyond chat interfaces Why the future may include one-person billion-dollar companies Whether you’re an engineer, founder, product leader, or innovation executive, this episode offers a rare, inside look at how venture-style thinking works inside a global enterprise — and what you can learn from it.

    29 min
  2. 10/03/2025

    Platform > Servers: Elliott Leighton-Woodruff on Landing Zones, FinOps, and Real-World Cloud Tradeoffs

    From Exchange 2003 to Azure landing zones, Elliott shares 15 years of lessons on moving beyond VMs, building platform ops that devs actually love, and keeping cloud costs sane. Key Takeaways Platform engineering > “just cloud”: Guardrails, vending, and templates win hearts (and roadmaps). FinOps framing: Translate infra to “cost per sale/visit” and budgets to anomaly alerts. PaaS by default: Avoid VMs unless there’s a clear reason. DX = adoption: The easier you make it, the faster devs ship safely. AI is force-multiplier, not autopilot: Keep humans in the loop for security, design, and intent. Chapters 00:00 – Cold Open & SetupWelcome to Engineering the Loop. Alec introduces Elliott Leighton-Woodruff, Principal Architect at Synextra, and shouts out his pro studio setup. 01:18 – Origin Story: From Helldesk to ArchitectElliott’s path through managed services, Exchange migrations, and into Azure—why his “O365 is only for SMBs” take aged badly and what that taught him about platform shifts. 03:00 – Cloud Era PivotFrom AD/Exchange to Azure/Entra, early lift-and-shift vs. today’s PaaS-first mindset: “How do we avoid servers?” and drive ROI/security simultaneously. 04:32 – Compliance Across the PondGDPR, UK/EU data residency, and pragmatic risk: why proper data handling matters more than headlines—and the nuance of Microsoft’s US metadata access. 09:08 – SaaS/PaaS > IaaS & Vendor Lock WorriesWhy “vendor lock-in” is often less risky than running your own racks—and how integrated ecosystems (Microsoft, Apple) win on user experience. 14:48 – IaC Choices in the WildARM → Terraform → Bicep (and back). When Terraform’s versatility wins, when Bicep is “good enough,” and how state files can be a superpower for diffing real changes. 17:49 – Standards & ModulesMinimal code, shared module repos, and composable templates; using internal modules to enforce good defaults and speed delivery across clients. 21:10 – Developer Experience (DevEx) as the SellResource vending, guardrails, and starter pipelines so devs ship .NET without touching VNet/front door/APIM—but still stay within policy. 26:40 – Cost Control & Landing Zones 101What an Azure landing zone really is (governance + network + RBAC + policy). Budgets, quotas, and anomaly alerts to prevent “surprise bills.” 32:59 – Real Billing War StoriesCostly misconfigs (AKS + Log Analytics, Custom Neural Voice hosting), forgiveness policies, and AWS vs. Azure leniency, plus why alerts matter. 38:19 – Spot & Batch = Cheap ComputeSpot VMs and batch patterns for big workloads; tradeoffs and when to queue jobs for 80%+ savings. 41:45 – FinOps Mindset ShiftTalk in cost per X (visit/transaction/customer) instead of monthly totals; why scaling beats fixed VMs when revenue is on the line. 49:50 – Agents, “Vibe Coding,” and Reality ChecksAI can ship features, but humans still set direction and prevent face-palm security mistakes (like leaking waitlist emails via DevTools). 52:19 – The Junior Talent QuestionIf agents do the grunt work, where do juniors learn? Potential futures for hiring, training, and the skills that stick. 55:49 – Hybrid, Edge, and HCI Use CasesAzure Stack/HCI examples (manufacturing/food QA) and the appeal of local inference with cloud aggregation. 57:39 – The (Maybe) Dystopian FutureMeetings → summaries → agents; what stays human, what becomes automated—and why good platform ops multiply teams. 58:08 – How to Reach Elliott & SynextraWhere to follow Elliott and Synextra; why they give away “do-it-yourself” playbooks and when to call them for the hard stuff. Platform engineering > “just cloud”: Guardrails, vending, and templates win hearts (and roadmaps). FinOps framing: Translate infra to “cost per sale/visit” and budgets to anomaly alerts. PaaS by default: Avoid VMs unless there’s a clear reason. DX = adoption: The easier you make it, the faster devs ship safely AI is force-multiplier, not autopilot: Keep humans in the loop for security, design, and intent

    52 min
5
out of 5
3 Ratings

About

Engineer in the Loop is the weekly show for software engineers who ship with models in the mix. Host Alec Harrison chats with practitioners about architecture decisions, failure modes, and the workflows that keep humans firmly “in the loop.” Expect repo round-ups, post-mortems, and listener Q&A—with actionable code examples and zero buzzword fluff!