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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.

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Field notes, sorted by recency.

1314 essays
TECHNOLOGY Common Infrastructure asCode Pitfalls (and Howto Avoid Them). The common infrastructure as codepitfalls: drift from manual changes, no… COMMONINFRASTRUCTURE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 3, 2026

Common Infrastructure as Code Pitfalls (and How to Avoid Them)

The common infrastructure as code pitfalls: drift from manual changes, no state discipline, copy-paste sprawl, and no testing, and how to avoid each.

7 min read
TECHNOLOGY CI/CD Pipeline Designvs. the Status Quo: ADecision Guide for VPEngineering. Invest in CI/CD pipeline design or keepyour current deployment process? A VP… CI/CDPIPELINE /THE STATUS CI/CD Pipeline Best fit for your caseSimpler to operateLower switching cost the Status Added complexityHeavier toolingSteeper learning curve
Insights · Jul 3, 2026

CI/CD Pipeline Design vs. the Status Quo: A Decision Guide for VP Engineering

Invest in CI/CD pipeline design or keep your current deployment process? A VP Engineering decision guide on when the investment pays off and when it is premature.

7 min read
TECHNOLOGY How Energy & UtilitiesTeams Implement PipelineMonitoring WithoutDisruption. How energy and utilities teams addpipeline monitoring without disruption… MODEL DEPLOY MONITOR ITERATE ENERGY
Insights · Jul 3, 2026

How Energy & Utilities Teams Implement Pipeline Monitoring Without Disruption

How energy and utilities teams add pipeline monitoring without disruption: instrument running data pipelines incrementally, starting where failures hit operations.

6 min read
TECHNOLOGY How to Approach SemanticLayer Design in RealEstate Organizations. How to approach semantic layer design inreal estate: get the organization to… APPROACHSEMANTIC DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 3, 2026

How to Approach Semantic Layer Design in Real Estate Organizations

How to approach semantic layer design in real estate: get the organization to agree on one definition per metric (NOI, occupancy, cap rate) and govern it, then build.

7 min read
TECHNOLOGY Change Data Capturein 2026: TrendsShaping Healthcare. The 2026 trends shaping change datacapture in healthcare: real-time… CHANGEDATA DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 3, 2026

Change Data Capture in 2026: Trends Shaping Healthcare

The 2026 trends shaping change data capture in healthcare: real-time, reliable sync of clinical data with the PHI handling and auditability healthcare demands.

6 min read
TECHNOLOGY Rightsizing Cloud Spend:Concepts, Benefits, andTrade-offs. Rightsizing cloud spend explained: theconcepts behind matching resources to… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 3, 2026

Rightsizing Cloud Spend: Concepts, Benefits, and Trade-offs

Rightsizing cloud spend explained: the concepts behind matching resources to real usage, the benefits of doing it, and the trade-offs against reliability headroom.

6 min read
TECHNOLOGY A Practical Roadmapto Cloud SecurityPosture. A practical roadmap to cloud securityposture: gain visibility, prioritize by… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jul 3, 2026

A Practical Roadmap to Cloud Security Posture

A practical roadmap to cloud security posture: gain visibility, prioritize by risk, remediate, and prevent with guardrails, so posture improves continuously instead of via one-time scans.

6 min read
TECHNOLOGY Common AI Model RiskManagement Pitfalls (andHow to Avoid Them). The common AI model risk managementpitfalls: policy without controls… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 3, 2026

Common AI Model Risk Management Pitfalls (and How to Avoid Them)

The common AI model risk management pitfalls: policy without controls, pre-deployment-only validation, no intervention path, and uniform governance, and how to avoid each.

7 min read
TECHNOLOGY How Logiciel DeliversKubernetes at Scale forReal Estate. How Logiciel delivers Kubernetes atscale for real estate: the engagement… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jul 3, 2026

How Logiciel Delivers Kubernetes at Scale for Real Estate

How Logiciel delivers Kubernetes at scale for real estate: the engagement, the foundations, and what you get when many services run reliably on orchestration.

7 min read
TECHNOLOGY Kubernetes Cost Control:A Framework forMid-Market andEnterprise Teams. A framework for Kubernetes cost controlin mid-market and enterprise teams: make… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 3, 2026

Kubernetes Cost Control: A Framework for Mid-Market and Enterprise Teams

A framework for Kubernetes cost control in mid-market and enterprise teams: make spend visible, right-size, and assign accountability, in that order.

6 min read
TECHNOLOGY Container OrchestrationImplementation Checklistfor DevOps Leads. A DevOps lead's checklist forimplementing container orchestration… DESIGN SHIP OBSERVE REFINE CONTAINER
Insights · Jul 3, 2026

Container Orchestration Implementation Checklist for DevOps Leads

A DevOps lead's checklist for implementing container orchestration: get the foundations (networking, storage, security, observability) right, not just a running cluster.

6 min read
TECHNOLOGY How LogicielDelivers DataLineage for theEnterprise. How Logiciel delivers data lineage forthe enterprise: the engagement, the… MODEL DEPLOY MONITOR ITERATE LOGICIEL
Insights · Jul 3, 2026

How Logiciel Delivers Data Lineage for the Enterprise

How Logiciel delivers data lineage for the enterprise: the engagement, the work, and what you get when data flow becomes automatically captured, current, and navigable.

6 min read
TECHNOLOGY Real-Time Data IngestionROI: How to Measure andProve It. How to measure and prove real-time dataingestion ROI: quantify the value of… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 2, 2026

Real-Time Data Ingestion ROI: How to Measure and Prove It

How to measure and prove real-time data ingestion ROI: quantify the value of fresh data for decisions, against the higher cost and complexity versus batch.

7 min read
TECHNOLOGY How LogicielDelivers FeatureStores for RealEstate. How Logiciel delivers feature stores forreal estate: the engagement, the work… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 2, 2026

How Logiciel Delivers Feature Stores for Real Estate

How Logiciel delivers feature stores for real estate: the engagement, the work, and what you get when ML features become consistent, reusable, and governed.

7 min read
TECHNOLOGY Building a Business Casefor High-AvailabilitySystems in Healthcare. How to build a business case forhigh-availability systems in healthcare… PLAN BUILD MEASURE IMPROVE BUILDING
Insights · Jul 2, 2026

Building a Business Case for High-Availability Systems in Healthcare

How to build a business case for high-availability systems in healthcare: justify the cost on the clinical and operational impact of downtime, not just uptime numbers.

7 min read
TECHNOLOGY Best Practices forMLOps for Enterpriseat Scale. Best practices for MLOps at enterprisescale: standardize the model lifecycle… PRACTICESMLOPS DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 2, 2026

Best Practices for MLOps for Enterprise at Scale

Best practices for MLOps at enterprise scale: standardize the model lifecycle, automate the path to production, and monitor models, so many models ship reliably.

7 min read
TECHNOLOGY Choosing an AI as aService AdoptionPartner: What VPEngineering Should Ask. Choosing an AIaaS adoption partner: thequestions a VP of Engineering should ask… CHOOSINGAI DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 2, 2026

Choosing an AI as a Service Adoption Partner: What VP Engineering Should Ask

Choosing an AIaaS adoption partner: the questions a VP of Engineering should ask to find one who helps draw the consume-versus-build line, not just wire up APIs.

7 min read
TECHNOLOGY From Strategy toProduction: AI ModelRisk Management With anEngineering Partner. Taking AI model risk management fromstrategy to production with an… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 2, 2026

From Strategy to Production: AI Model Risk Management With an Engineering Partner

Taking AI model risk management from strategy to production with an engineering partner: the gap between a risk policy and operational controls on real models.

7 min read
TECHNOLOGY Container Orchestrationvs. the Status Quo: ADecision Guide for VPEngineering. Container orchestration or your currentdeployment approach? A VP Engineering… CONTAINERORCHESTRATION/ THE… Container Orchestration Best fit for your caseSimpler to operateLower switching cost the Status Added complexityHeavier toolingSteeper learning curve
Insights · Jul 2, 2026

Container Orchestration vs. the Status Quo: A Decision Guide for VP Engineering

Container orchestration or your current deployment approach? A VP Engineering decision guide on when orchestration's complexity pays off and when it is premature.

7 min read
TECHNOLOGY Data Unification AcrossSystems ROI: How toMeasure and Prove It. How to measure and prove dataunification ROI: quantify the cost of… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Data Unification Across Systems ROI: How to Measure and Prove It

How to measure and prove data unification ROI: quantify the cost of fragmented data, the value of a unified view, and weigh it against the integration effort.

7 min read
TECHNOLOGY A Practical Roadmapto Multi-CloudStrategy. A practical roadmap to multi-cloudstrategy: adopt multi-cloud for a real… MODEL DEPLOY MONITOR ITERATE PRACTICAL
Insights · Jul 2, 2026

A Practical Roadmap to Multi-Cloud Strategy

A practical roadmap to multi-cloud strategy: adopt multi-cloud for a real reason, deliberately, because accidental multi-cloud multiplies cost and complexity for nothing.

7 min read
TECHNOLOGY Internal DeveloperPlatforms: A Frameworkfor Mid-Market andEnterprise Teams. A decision framework for internaldeveloper platforms in mid-market and… INTERNALDEVELOPER DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 2, 2026

Internal Developer Platforms: A Framework for Mid-Market and Enterprise Teams

A decision framework for internal developer platforms in mid-market and enterprise teams: when an IDP is worth building, what to build first, and when it is premature.

7 min read
TECHNOLOGY Building a Business Casefor LLM Evaluation andTesting in Energy &Utilities. How to build a business case for LLMevaluation and testing in energy and… STRATEGY DELIVERY GOVERNANCE SCALE BUILDINGBUSINESS
Insights · Jul 2, 2026

Building a Business Case for LLM Evaluation and Testing in Energy & Utilities

How to build a business case for LLM evaluation and testing in energy and utilities: justify it on the operational risk of deploying an unevaluated LLM near the grid.

7 min read
TECHNOLOGY Self-Service Analytics:Concepts, Benefits, andTrade-offs. Self-service analytics explained: theconcepts behind letting people answer… 01 Ad hoc 02 Managed 03 Defined 04 Optimized SELF SERVICE
Insights · Jul 2, 2026

Self-Service Analytics: Concepts, Benefits, and Trade-offs

Self-service analytics explained: the concepts behind letting people answer their own data questions, the benefits when governed, and the trade-offs when it is not.

6 min read
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