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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.

1464 essays
TECHNOLOGY AI in DevOps: FromAutomation toIntelligent Delivery. Go beyond scripts and bots. Learn how AIis reshaping DevOps to enable… DESIGN SHIP OBSERVE REFINE AI
Insights · Jul 24, 2025

AI in DevOps: From Automation to Intelligent Delivery

Go beyond scripts and bots. Learn how AI is reshaping DevOps to enable intelligent delivery, faster recovery, and smarter automation across pipelines.

2 min read
TECHNOLOGY How AI-Powered TeamsAccelerateEngineering Sprints. How AI-Powered Teams AccelerateEngineering Sprints Meta Description… AI POWERED DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 24, 2025

How AI-Powered Teams Accelerate Engineering Sprints

How AI-Powered Teams Accelerate Engineering Sprints Meta Description: Discover how AI-augmented teams move faster, reduce engineering friction, and deliver more value per sprint without burning…

2 min read
TECHNOLOGY Top CI/CDPipelineBottlenecks. Top CI/CD Pipeline Bottlenecks and Howto Fix Them Meta Description: Discover… MODEL DEPLOY MONITOR ITERATE TOP
Insights · Jul 24, 2025

Top CI/CD Pipeline Bottlenecks

Top CI/CD Pipeline Bottlenecks and How to Fix Them Meta Description: Discover the most common CI/CD pipeline bottlenecks and how to eliminate them using automation, AI, and smart engineering…

2 min read
TECHNOLOGY Innovation Velocity:Focus on Features,Not Fixes. Innovation Velocity: Focus on Features,Not Fixes Meta Description: Most teams… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 24, 2025

Innovation Velocity: Focus on Features, Not Fixes

Innovation Velocity: Focus on Features, Not Fixes Meta Description: Most teams spend more time fixing than innovating. Learn how to shift your engineering focus toward value-driven delivery and…

2 min read
TECHNOLOGY AI-AugmentedEngineeringSquads. AI-Augmented Engineering Squads: HowSmart Teams Accelerate Delivery Meta… 01 Pilot 02 Team 03 Org 04 Scale AI AUGMENTED
Insights · Jul 24, 2025

AI-Augmented Engineering Squads

AI-Augmented Engineering Squads: How Smart Teams Accelerate Delivery Meta Description: Discover how AI-augmented engineering squads reduce delivery bottlenecks, boost team velocity, and automate…

3 min read
TECHNOLOGY CI/CD Bottlenecks &Release Slowdowns:What’s Really HoldingBack Your Engineering…. Discover how AI-augmented engineeringteams help you fix CI/CD slowdowns… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 24, 2025

CI/CD Bottlenecks & Release Slowdowns: What’s Really Holding Back Your Engineering Velocity

Discover how AI-augmented engineering teams help you fix CI/CD slowdowns, speed up releases, and build smarter, more resilient DevOps pipelines.

4 min read
TECHNOLOGY Engineers Stuck inMaintenance Mode?Here’s the Way Out. Discover how to free engineers stuck inmaintenance mode using AI diagnostics… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 17, 2025

Engineers Stuck in Maintenance Mode? Here’s the Way Out

Discover how to free engineers stuck in maintenance mode using AI diagnostics and deep engineering reduce downtime, boost velocity, and innovate faster.

4 min read
TECHNOLOGY When Scaling Breaks:UnderstandingPerformance Under Load. Learn why performance breaks under scaleand how to fix it from architecture… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 17, 2025

When Scaling Breaks: Understanding Performance Under Load

Learn why performance breaks under scale and how to fix it from architecture limits to technical debt using deep engineering and proactive strategies.

4 min read
TECHNOLOGY AI-Powered Diagnostics:The Future ofEngineeringTroubleshooting. Explore how AI-powered diagnosticstransform engineering troubleshooting… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 17, 2025

AI-Powered Diagnostics: The Future of Engineering Troubleshooting

Explore how AI-powered diagnostics transform engineering troubleshooting faster root cause detection, fewer outages, and predictive maintenance.

4 min read
TECHNOLOGY How Legacy SystemsDrain DeveloperMorale. Learn why legacy systems frustrate yourbest engineers and how AI diagnostics… LEGACYSYSTEMS DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 17, 2025

How Legacy Systems Drain Developer Morale

Learn why legacy systems frustrate your best engineers and how AI diagnostics and deep engineering free up your team to build, not maintain.

3 min read
TECHNOLOGY Deep Engineeringfor SustainableScaling. Discover how deep engineering andML-driven strategies support sustainable… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jul 17, 2025

Deep Engineering for Sustainable Scaling

Discover how deep engineering and ML-driven strategies support sustainable scaling, reduce technical debt, and boost system reliability.

4 min read
TECHNOLOGY Signs YourEngineering Team Isin Maintenance Hell. Spot the early signs of maintenancehell. Learn how to escape using AI… 01 Pilot 02 Team 03 Org 04 Scale SIGNS ENGINEERING
Insights · Jul 17, 2025

Signs Your Engineering Team Is in Maintenance Hell

Spot the early signs of maintenance hell. Learn how to escape using AI diagnostics, deep engineering, and modern scaling strategies.

4 min read
TECHNOLOGY 5 Common PerformanceBottlenecks inModern Systems. Discover the top performance bottlenecksin modern systems and how AI-powered… COMMONPERFORMANCE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 17, 2025

5 Common Performance Bottlenecks in Modern Systems

Discover the top performance bottlenecks in modern systems and how AI-powered diagnostics and deep engineering solve them before they impact users.

4 min read
TECHNOLOGY Observability Toolsvs AI Diagnostics:What’s Better?. Discover the key differences betweenobservability tools and AI-powered… OBSERVABILITYTOOLS / AIDIAGNOSTICS: Observability Tools Best fit for your caseSimpler to operateLower switching cost AI Diagnostics: Added complexityHeavier toolingSteeper learning curve
Insights · Jul 17, 2025

Observability Tools vs AI Diagnostics: What’s Better?

Discover the key differences between observability tools and AI-powered diagnostics. Learn which approach drives faster incident resolution and stable scaling.

3 min read
TECHNOLOGY Replacing Guessworkwith AI-Driven RootCause Analysis. Stop wasting time on manual debugging.Learn how AI-powered root cause… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 17, 2025

Replacing Guesswork with AI-Driven Root Cause Analysis

Stop wasting time on manual debugging. Learn how AI-powered root cause RXanalysis accelerates troubleshooting and improves system reliability.

3 min read
TECHNOLOGY What is DeepEngineering? And WhyYour Scaling Plan NeedsIt. Discover how deep engineering helpsscaling teams improve performance, cut… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Jul 17, 2025

What is Deep Engineering? And Why Your Scaling Plan Needs It

Discover how deep engineering helps scaling teams improve performance, cut outages, and future-proof software systems with AI-powered diagnostics.

4 min read
TECHNOLOGY How AI DiagnosesFailures BeforeUsers Notice. Discover how AI-powered diagnosticspredict and prevent failures in modern… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 17, 2025

How AI Diagnoses Failures Before Users Notice

Discover how AI-powered diagnostics predict and prevent failures in modern software systems, reducing outages and improving scaling confidence.

3 min read
TECHNOLOGY When to Build vs.Refactor: DecisionFramework for TechLeaders. Not sure whether to refactor or buildnew? Use this framework from Logiciel to… WHEN /REFACTOR:DECISION When Best fit for your caseSimpler to operateLower switching cost Refactor: Decision Added complexityHeavier toolingSteeper learning curve
Insights · Jul 14, 2025

When to Build vs. Refactor: Decision Framework for Tech Leaders

Not sure whether to refactor or build new? Use this framework from Logiciel to make smart, scalable tech decisions.

3 min read
TECHNOLOGY The True Cost ofIgnoring Platform andInfrastructure Debt. Platform and infra debt slow downvelocity, inflate cloud costs, and… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Jul 14, 2025

The True Cost of Ignoring Platform and Infrastructure Debt

Platform and infra debt slow down velocity, inflate cloud costs, and create security risks. Learn how to spot and fix it from Logiciel’s case playbook.

3 min read
TECHNOLOGY Creating a Culture ofDebt Awareness inEngineering Teams. Learn how tech leaders can build adebt-aware culture that improves code… STRATEGY DELIVERY GOVERNANCE SCALE CREATINGCULTURE
Insights · Jul 11, 2025

Creating a Culture of Debt Awareness in Engineering Teams

Learn how tech leaders can build a debt-aware culture that improves code quality, delivery velocity, and team health.

3 min read
TECHNOLOGY Refactoring LegacyCode WithoutBreaking Everything. Learn how to refactor legacy code safelyand incrementally. Get expert strategies… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 11, 2025

Refactoring Legacy Code Without Breaking Everything

Learn how to refactor legacy code safely and incrementally. Get expert strategies from Logiciel’s SaaS modernization playbook.

3 min read
TECHNOLOGY Modern DevOpsPractices ThatPrevent Tech Debt. DevOps done right prevents technicaldebt. Learn 7 proven practices to keep… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 MODERN DEVOPS
Insights · Jul 11, 2025

Modern DevOps Practices That Prevent Tech Debt

DevOps done right prevents technical debt. Learn 7 proven practices to keep your codebase and infrastructure clean, fast, and scalable.

4 min read
TECHNOLOGY AWS CostOptimization as aStrategy to ReduceTech Debt. Learn AWS cost reduction strategies toreduce tech debt. Optimize AWS cloud… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 11, 2025

AWS Cost Optimization as a Strategy to Reduce Tech Debt

Learn AWS cost reduction strategies to reduce tech debt. Optimize AWS cloud costs, improve billing efficiency, and build scalable, cost-efficient infrastructure.

4 min read
TECHNOLOGY How Poor AWSPractices Add toYour Technical Debt. Poor AWS setups create hidden technicaldebt. Learn how to identify and clean up… POOR AWS DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 11, 2025

How Poor AWS Practices Add to Your Technical Debt

Poor AWS setups create hidden technical debt. Learn how to identify and clean up cloud infrastructure debt with insights from Logiciel.

4 min read
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