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Field notes from production AI.

Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.

All essays

Field notes, sorted by recency.

1314 essays
TECHNOLOGY DevOps Is Not Tools:It’s a DeliverySystem. DevOps does not just mean tools, andthere are many reasons why DevOps is a… DEVOPSTOOLS DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

DevOps Is Not Tools: It’s a Delivery System

DevOps does not just mean tools, and there are many reasons why DevOps is a Delivery Model that ultimately drives speed, reliability, and results that stack up over time as there are reasons why…

8 min read
TECHNOLOGY AWS vs GoogleCloud: When toUse What. Compare AWS vs Google Cloud across cost,services, scalability, AI, security, and… AWS /GOOGLECLOUD: AWS Best fit for your caseSimpler to operateLower switching cost Google Cloud: Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

AWS vs Google Cloud: When to Use What

Compare AWS vs Google Cloud across cost, services, scalability, AI, security, and use cases. Learn when to choose AWS or Google Cloud for your business.

5 min read
TECHNOLOGY Cloud MigrationMistakes That CostMillions. Discover the most expensive cloudmigration mistakes companies make-and… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jan 22, 2026

Cloud Migration Mistakes That Cost Millions

Discover the most expensive cloud migration mistakes companies make-and how to avoid cost overruns, outages, security risks, and failed transformations.

5 min read
TECHNOLOGY Cloud ApplicationDevelopment: APractical Guide. A practical guide to cloud applicationdevelopment covering architecture… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jan 22, 2026

Cloud Application Development: A Practical Guide

A practical guide to cloud application development covering architecture, costs, security, scalability, and best practices for building cloud-native software.

5 min read
TECHNOLOGY Software DevelopmentCost Drivers YouCan’t Ignore. Get to know the key software developmentcosts associated with scope and… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jan 22, 2026

Software Development Cost Drivers You Can’t Ignore

Get to know the key software development costs associated with scope and architecture, teams and technology debts and what is most effective in controlling those costs while still allowing for growth.

9 min read
TECHNOLOGY How to Evaluate aCustom SoftwareDevelopment Company. Evaluate custom software developmentcompanies based on delivery quality… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jan 22, 2026

How to Evaluate a Custom Software Development Company

Evaluate custom software development companies based on delivery quality, process, costs, risks and long-term fit using practical outcome-based criteria that correlate with the long-term success…

8 min read
TECHNOLOGY Dedicated SoftwareTeams vs ProjectDelivery. Compare the two engagement models ofdedicated software teams and project… DEDICATEDSOFTWARE /PROJECT… Dedicated Software Best fit for your caseSimpler to operateLower switching cost Project Delivery Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Dedicated Software Teams vs Project Delivery

Compare the two engagement models of dedicated software teams and project delivery, including how to determine which is better suited to your needs, as well as costs, timeline, risk factors, etc...

8 min read
TECHNOLOGY Offshore SoftwareDevelopment: WhatActually Works. Learn what works in Offshore SoftwareDevelopment, the types of proven models… OFFSHORESOFTWARE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

Offshore Software Development: What Actually Works

Learn what works in Offshore Software Development, the types of proven models, some of the risk and costs, as well as how to build successful Offshore Teams.

8 min read
TECHNOLOGY Managed ITInfrastructure vsIn-House Teams. Weigh the advantages of using Managed ITInfrastructure versus In-House IT Teams… MANAGED IT/ IN-HOUSETEAMS Managed IT Best fit for your caseSimpler to operateLower switching cost In-House Teams Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Managed IT Infrastructure vs In-House Teams

Weigh the advantages of using Managed IT Infrastructure versus In-House IT Teams to determine which method of IT Operation best meets your company's specific needs for Cost, Security, Scalability,…

8 min read
TECHNOLOGY Custom Softwarevs Off-the-ShelfTools. Learn how to differentiate betweencustom software and generic software… CUSTOMSOFTWARE /OFF-THE-SHELF… Custom Software Best fit for your caseSimpler to operateLower switching cost Off-the-Shelf Tools Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Custom Software vs Off-the-Shelf Tools

Learn how to differentiate between custom software and generic software, including their respective costs, promised features, scalability and return on investment. Therefore, you will be able to…

9 min read
TECHNOLOGY Digital ProductDevelopment FromIdea to Scale. A practical guide to digital productdevelopment-from idea validation and MVP… DIGITALPRODUCT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

Digital Product Development From Idea to Scale

A practical guide to digital product development-from idea validation and MVP to scaling, architecture, and long-term product success.

5 min read
TECHNOLOGY MVP Development: Howto Avoid FeatureBloat. Get strategies for minimizing the numberof unnecessary features in your minimum… MVPDEVELOPMENT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jan 22, 2026

MVP Development: How to Avoid Feature Bloat

Get strategies for minimizing the number of unnecessary features in your minimum viable product. A step-by-step method to build focused MVPs that validate your idea, minimize expense, and allow…

9 min read
TECHNOLOGY UX DesignMistakes ThatKill Adoption. By reading this guide, you will learnabout common useability design errors… STRATEGY DELIVERY GOVERNANCE SCALE UX DESIGN
Insights · Jan 22, 2026

UX Design Mistakes That Kill Adoption

By reading this guide, you will learn about common useability design errors that can prevent product useability/repeat use/continued use and how to use usability principles to rectify the above.

10 min read
TECHNOLOGY Product Engineeringvs FeatureDevelopment. Understand the difference betweenproduct engineering and feature… PRODUCTENGINEERING/ FEATURE… Product Engineering Best fit for your caseSimpler to operateLower switching cost Feature Development Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Product Engineering vs Feature Development

Understand the difference between product engineering and feature development, and why feature-driven teams struggle to scale while product engineering teams win.

6 min read
TECHNOLOGY When an MVPBecomes a RealProduct. Find out when your MVP is ready forscale, the indicators to look for, and… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jan 22, 2026

When an MVP Becomes a Real Product

Find out when your MVP is ready for scale, the indicators to look for, and how to transition an MVP without losing momentum as you develop a scale-ready product.

10 min read
TECHNOLOGY Video Streaming AppDevelopment: CoreChallenges. Find out what the biggest obstacles arewith developing video streaming… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jan 22, 2026

Video Streaming App Development: Core Challenges

Find out what the biggest obstacles are with developing video streaming applications, including Scaleability Issues, Rental Prices, User Latency Issues, Data Protection Between Digital Rights…

9 min read
TECHNOLOGY Enterprise MobileApp ArchitectureExplained. A Good Resource for Enterprise MobileApp Architects Covering Everything From… MODEL DEPLOY MONITOR ITERATE ENTERPRISE
Insights · Jan 22, 2026

Enterprise Mobile App Architecture Explained

A Good Resource for Enterprise Mobile App Architects Covering Everything From Infrastructure to Supporting Applications within the Business.

10 min read
TECHNOLOGY Mobile AppConsulting: WhatYou’re Really PayingFor. Find out what services mobileapplication consulting can provide, how… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jan 22, 2026

Mobile App Consulting: What You’re Really Paying For

Find out what services mobile application consulting can provide, how to evaluate Mobile Application Consultant ROI, and how much it costs to hire a Mobile Application Consultant, through this…

8 min read
TECHNOLOGY Why Most MobileApps Fail AfterLaunch. Many mobile apps will fail after launchdue to poor retention, poor performance… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jan 22, 2026

Why Most Mobile Apps Fail After Launch

Many mobile apps will fail after launch due to poor retention, poor performance, and poor strategy. Find out what failed retention, poor performance, and poor strategy mean (and how successful…

9 min read
TECHNOLOGY Native vsCross-PlatformMobile AppDevelopment. Native and cross-platform mobileapplication development explained… NATIVE /CROSS-PLATFORMMOBILE Native Best fit for your caseSimpler to operateLower switching cost Cross-Platform Mobile Added complexityHeavier toolingSteeper learning curve
Insights · Jan 22, 2026

Native vs Cross-Platform Mobile App Development

Native and cross-platform mobile application development explained: performance, price, speed, scale, and use cases.

8 min read
TECHNOLOGY When Magento Is theRight Choice forEcommerce. See when Magento fits complex catalogs,B2B workflows, integrations, multi-store… 01 Pilot 02 Team 03 Org 04 Scale MAGENTO RIGHT
Insights · Jan 19, 2026

When Magento Is the Right Choice for Ecommerce

See when Magento fits complex catalogs, B2B workflows, integrations, multi-store growth, and long-term ecommerce scale.

16 min read
TECHNOLOGY What Conversion RateOptimization ReallyMeans. Find out what Conversion RateOptimization (CRO) is all really about… PEOPLE PROCESS PLATFORM PRACTICE CONVERSIONRATE
Insights · Jan 19, 2026

What Conversion Rate Optimization Really Means

Find out what Conversion Rate Optimization (CRO) is all really about, and the tools, tests and processes used to get a better understanding of how to drive growth.

9 min read
TECHNOLOGY Magento Maintenance& Support: WhatActually Matters. Keep Magento 2 fast, secure and current,maintenance, support and performance… DESIGN SHIP OBSERVE REFINE MAGENTO
Insights · Jan 19, 2026

Magento Maintenance & Support: What Actually Matters

Keep Magento 2 fast, secure and current, maintenance, support and performance optimization by dedicated teams.

9 min read
TECHNOLOGY CRO for Ecommercevs CRO for SaaS. E-commerce and SaaS have completelydifferent tactics when it comes to their… CRO / CRO CRO Best fit for your caseSimpler to operateLower switching cost CRO Added complexityHeavier toolingSteeper learning curve
Insights · Jan 19, 2026

CRO for Ecommerce vs CRO for SaaS

E-commerce and SaaS have completely different tactics when it comes to their Conversion Rate Optimization strategies - find out which one is right for you!

7 min read
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