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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.

1424 essays
TECHNOLOGY Should You Move fromMicroservices to aModular Monolith (WithAI in the Loop)?. Learn when to migrate from microservicesto a modular monolith using AI-assisted… MODEL DEPLOY MONITOR ITERATE SHOULD
Insights · Sep 9, 2025

Should You Move from Microservices to a Modular Monolith (With AI in the Loop)?

Learn when to migrate from microservices to a modular monolith using AI-assisted engineering. Explore benefits, risks, and best practices for scaling product platforms.

5 min read↗
TECHNOLOGY How Do You RedesignCI/CD forMulti-AgentWorkflows?. Learn how to adapt CI/CD pipelines formulti-agent workflows. Explore… PLAN BUILD MEASURE IMPROVE REDESIGN
Insights · Sep 9, 2025

How Do You Redesign CI/CD for Multi-Agent Workflows?

Learn how to adapt CI/CD pipelines for multi-agent workflows. Explore architecture patterns, risks, and best practices for engineering leaders.

4 min read↗
TECHNOLOGY What Does ‘AI-Native’Platform EngineeringLook Like in 2025?. Explore how AI-native platformengineering is redefining DevOps and… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 9, 2025

What Does ‘AI-Native’ Platform Engineering Look Like in 2025?

Explore how AI-native platform engineering is redefining DevOps and developer experience in 2025. Learn trends, use cases, and best practices for scaling product teams.

5 min read↗
TECHNOLOGY Which Engineering TasksShould You AutomateFirst with AI (and Whichto Avoid)?. Learn which engineering tasks deliverthe highest ROI when automated with AI… WHICHENGINEERING DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 9, 2025

Which Engineering Tasks Should You Automate First with AI (and Which to Avoid)?

Learn which engineering tasks deliver the highest ROI when automated with AI, and which tasks are risky. A practical guide for CTOs and senior engineering leaders.

5 min read↗
TECHNOLOGY Is ‘Vibe Coding’ theNext Normal forExperienced Engineers?. Discover what vibe coding means forexperienced engineers. Learn benefits… MODEL DEPLOY MONITOR ITERATE VIBE
Insights · Sep 9, 2025

Is ‘Vibe Coding’ the Next Normal for Experienced Engineers?

Discover what vibe coding means for experienced engineers. Learn benefits, risks, and real-world applications of natural-language coding with AI copilots and agents.

5 min read↗
TECHNOLOGY AI PairProgramming ROI. Learn how AI pair programming impactssenior engineers, ROI, and delivery… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Sep 9, 2025

AI Pair Programming ROI

Learn how AI pair programming impacts senior engineers, ROI, and delivery velocity. Explore benefits, risks, and best practices for scaling enterprise software teams.

6 min read↗
TECHNOLOGY How Do AI Coding AgentsActually Change SoftwareDelivery Velocity?. Explore how AI coding agents impactsoftware velocity, from automation to… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Sep 9, 2025

How Do AI Coding Agents Actually Change Software Delivery Velocity?

Explore how AI coding agents impact software velocity, from automation to DORA metrics. Learn benefits, risks, and best practices for scaling product engineering.

6 min read↗
TECHNOLOGY Can AI Tools Hurt DORAMetrics If You AdoptThem the Wrong Way?. Discover how poor AI adoption can harmDORA metrics. Learn risks, pitfalls, and… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Sep 9, 2025

Can AI Tools Hurt DORA Metrics If You Adopt Them the Wrong Way?

Discover how poor AI adoption can harm DORA metrics. Learn risks, pitfalls, and proven strategies to improve velocity, stability, and engineering performance.

9 min read↗
TECHNOLOGY What Is AI SoftwareDevelopment and Why DoesIt Matter forGrowth-Stage Companies?. Explore AI software development for SaaSand PropTech. Boost velocity, cut costs… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Sep 5, 2025

What Is AI Software Development and Why Does It Matter for Growth-Stage Companies?

Explore AI software development for SaaS and PropTech. Boost velocity, cut costs, and scale with AI-augmented teams. Case studies, best practices, and trial.

15 min read↗
TECHNOLOGY What Are AI DevelopmentServices and Why Do TheyMatter in 2025?. Discover AI development services forSaaS & PropTech. Boost velocity, reduce… PLAN BUILD MEASURE IMPROVE AI
Insights · Sep 5, 2025

What Are AI Development Services and Why Do They Matter in 2025?

Discover AI development services for SaaS & PropTech. Boost velocity, reduce costs, and scale with AI-augmented engineering. Case studies & 2-week trial.

15 min read↗
TECHNOLOGY What IsCross-PlatformSoftwareDevelopment?. A practical 2025 guide to cross-platformapp development: benefits, tradeoffs vs… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Sep 5, 2025

What Is Cross-Platform Software Development?

A practical 2025 guide to cross-platform app development: benefits, tradeoffs vs native, popular frameworks, costs, KPIs, and real use cases.

15 min read↗
TECHNOLOGY What Are KPIs forSoftwareDevelopment. Discover the most important KPIs forsoftware development in 2025. Learn DORA… PEOPLE PROCESS PLATFORM PRACTICE KPISSOFTWARE
Insights · Sep 5, 2025

What Are KPIs for Software Development

Discover the most important KPIs for software development in 2025. Learn DORA & SPACE metrics, productivity, quality, delivery, and business impact KPIs.

8 min read↗
TECHNOLOGY What Is AdaptiveSoftware Development: AComplete 2025 Guide. Learn what Adaptive Software Developmentis, its principles, lifecycle, benefits… PEOPLE PROCESS PLATFORM PRACTICE ADAPTIVESOFTWARE
Insights · Aug 29, 2025

What Is Adaptive Software Development: A Complete 2025 Guide

Learn what Adaptive Software Development is, its principles, lifecycle, benefits, challenges, and case studies. A complete 2025 guide with comparisons, tools, and FAQs.

8 min read↗
TECHNOLOGY AI Assisted SoftwareDevelopment: A Complete,Research-Backed Guide. Discover how AI assisted softwaredevelopment transforms coding, testing… AIASSISTED DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Aug 29, 2025

AI Assisted Software Development: A Complete, Research-Backed Guide

Discover how AI assisted software development transforms coding, testing, security, and delivery. Learn benefits, risks, governance, tools, and best practices in this 2025 complete guide.

5 min read↗
TECHNOLOGY What Is a Pipelinein SoftwareDevelopment?. Discover the top custom softwaredevelopment companies in 2025. See why… MODEL DEPLOY MONITOR ITERATE PIPELINE
Insights · Aug 29, 2025

What Is a Pipeline in Software Development?

Discover the top custom software development companies in 2025. See why Logiciel ranks #1 with AI-assisted delivery, proven case studies, and scalable solutions.

20 min read↗
TECHNOLOGY Amazon Web Services(AWS) - A Simple Guidefor Startups andBusinesses. Learn how to use AWS for your startup.Explore services, cost optimization… PEOPLE PROCESS PLATFORM PRACTICE AMAZON WEB
Insights · Aug 11, 2025

Amazon Web Services (AWS) - A Simple Guide for Startups and Businesses

Learn how to use AWS for your startup. Explore services, cost optimization tips, security best practices, and step-by-step setup in this simple guide.

6 min read↗
TECHNOLOGY Fast-TrackModernizationFramework. Discover a step-by-step framework tomodernize legacy systems in 90 days… 90days FAST TRACK Architecture
Insights · Jul 31, 2025

Fast-Track Modernization Framework

Discover a step-by-step framework to modernize legacy systems in 90 days. Learn how automation, AI, and incremental delivery reduce risk and accelerate results.

3 min read↗
TECHNOLOGY Stack Stability &Resilience Engineering:The CTO’s Blueprint forUptime at Scale. Learn how CTOs are using resilienceengineering to boost uptime, reduce… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 31, 2025

Stack Stability & Resilience Engineering: The CTO’s Blueprint for Uptime at Scale

Learn how CTOs are using resilience engineering to boost uptime, reduce incident risk, and build scalable systems. From observability to chaos testing, this guide covers how to architect for…

4 min read↗
TECHNOLOGY Tech Debt & RiskManagement. Explore how modern CTOs use automationto manage technical debt, reduce risk… ARCHITECTURE SECURITY RELIABILITY COST TECH DEBT
Insights · Jul 31, 2025

Tech Debt & Risk Management

Explore how modern CTOs use automation to manage technical debt, reduce risk, and improve engineering velocity across the full software stack.

3 min read↗
TECHNOLOGY Stack Instability Is aUX Problem: WhyReliability Is ProductStrategy. Find out why unstable architecture leadsto user churn and how to build more… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jul 31, 2025

Stack Instability Is a UX Problem: Why Reliability Is Product Strategy

Find out why unstable architecture leads to user churn and how to build more reliable, scalable experiences.

3 min read↗
TECHNOLOGY Automation & SmartTooling for Scalability:The CTO’s Leverage forEngineering Velocity. Discover how smart automation andinternal developer tooling help tech… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 31, 2025

Automation & Smart Tooling for Scalability: The CTO’s Leverage for Engineering Velocity

Discover how smart automation and internal developer tooling help tech leaders boost engineering velocity, reduce cognitive load, and scale without chaos.

3 min read↗
TECHNOLOGY Developer Experience asStrategic Leverage:Building Teams ThatScale Themselves. Learn how high-performing teams useDevEx as a force multiplier for… STRATEGY DELIVERY GOVERNANCE SCALE DEVELOPEREXPERIENCE
Insights · Jul 31, 2025

Developer Experience as Strategic Leverage: Building Teams That Scale Themselves

Learn how high-performing teams use DevEx as a force multiplier for innovation, retention, and faster delivery.

3 min read↗
TECHNOLOGY Automation is YourEngineering Multiplier:Scale, Speed, and Sanityfor CTOs. Discover how engineering leaders useautomation to scale teams, cut… AUTOMATIONENGINEERING DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 31, 2025

Automation is Your Engineering Multiplier: Scale, Speed, and Sanity for CTOs

Discover how engineering leaders use automation to scale teams, cut time-to-market, and reduce burnout.

3 min read↗
TECHNOLOGY Why Stability DrivesUser Retention: TheHidden Engine of Loyalty. Understand how resilient systemsdirectly improve user retention and… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 31, 2025

Why Stability Drives User Retention: The Hidden Engine of Loyalty

Understand how resilient systems directly improve user retention and reduce support overhead for growing teams.

3 min read↗
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