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MLOps & Model Deployment

Getting a model out of the notebook and into production, safely.

Part 1

A Model That Never Left the Hangar

why a beautifully engineered aircraft sitting in a hangar isn't actually transporting anyone, and what that gap reveals about the difference between a trained model and a deployed one.

Part 2

The Pre-Flight Checklist Before Takeoff

why no aircraft takes off without a standardized pre-flight checklist, no matter how experienced the crew, and what that has to do with deployment readiness checks for a model.

Part 3

Clearance From the Tower

why no aircraft moves onto an active runway without explicit clearance from air traffic control, and what that has to do with approval gates and staging environments for a model.

Part 4

Two Runways, One Decision

how an airport testing a new procedure on one runway while keeping the proven one running is the plain-English version of A/B testing and canary deployments.

Part 5

Reading the Radar After Takeoff

why air traffic control's job isn't finished the moment a plane takes off, and what that has to do with continuous production monitoring for a deployed model.

Part 6

Instruments Drifting Out of Calibration

why an aircraft's instruments need regular recalibration even when nothing appears visibly wrong, and what that reveals about detecting data and model drift in production.

Part 7

An Emergency Landing Procedure, Rehearsed in Advance

why aviation crews rehearse emergency procedures long before they're ever needed, and what that has to do with having a genuine, tested rollback strategy for a deployed model.

Part 8

The Flight Log Every Aircraft Keeps

why every aircraft maintains a detailed, permanent flight and maintenance log, and what that has to do with model versioning and reproducibility.

Part 9

Refueling Mid-Route

how modern long-haul flights can refuel mid-air without ever landing, and what that has to do with online and incremental retraining for a model.

Part 10

Grounding a Fleet After One Bad Flight

why a serious incident with one aircraft can trigger grounding an entire fleet of the same model, and what that has to do with incident response and kill switches for deployed models.

Part 11

A Second Control Tower Watching the First

why aviation has independent oversight bodies watching air traffic control itself, and what that reveals about model governance and audit trails.

Part 12

An Autopilot That Still Needs a Pilot

why modern aviation autopilot systems, despite handling most of a flight, still require a trained pilot ready to take over, and what that reveals about human-in-the-loop deployment.

Part 13

Weather That Wasn't in the Flight Plan

how a crew handles genuinely unexpected weather that no flight plan anticipated, and what that reveals about handling unexpected edge cases in production.

Part 14

Retiring an Aircraft That Still Flies Fine

why airlines retire aircraft that still technically function well, and what that has to do with deliberately deprecating and decommissioning a model.

Part 15

An Assistant Controller Watching Every Screen at Once

how an AI-assisted monitoring system helping human air traffic controllers track far more flights simultaneously mirrors AI-assisted monitoring across a whole fleet of deployed models.

Part 16

Coordinating a Whole Fleet, Not Just One Plane

why running an airline is a fundamentally different challenge from flying one aircraft well, and what that has to do with platform thinking for managing many models at once.

Part 17

The Cost of Keeping Every Engine Running

why an airline treats keeping every engine idling as a genuine, ongoing cost worth actively managing, and what that reveals about the real infrastructure cost of deployed models.

Part 18

A Route Flown Automatically, End to End

how modern aviation automation handles a growing share of a route from takeoff to landing, and what that has to do with fully automated CI/CD/CT pipelines for models.

Part 19

When Two Towers Give Different Instructions

why coordination failures between control towers are a genuine, well-studied aviation safety risk, and what that reveals about organizational coordination challenges in MLOps.

Part 20

One Airspace, Every Flight Accounted For

reassembling the whole airport operation, from an aircraft stuck in the hangar to a fully coordinated airspace, into one connected picture of what genuine deployment maturity actually requires.