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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 Medallion ArchitectureImplementation Checklistfor Chief Data Officers. A CDO's checklist for implementingmedallion architecture: bronze, silver… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 29, 2026

Medallion Architecture Implementation Checklist for Chief Data Officers

A CDO's checklist for implementing medallion architecture: bronze, silver, and gold layers done with governance and ownership, not just three folders named after metals.

6 min read
TECHNOLOGY Cloud MigrationStrategy: Concepts,Benefits, and Trade-offs. Cloud migration strategy explained: thecore migration approaches, the real… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jun 29, 2026

Cloud Migration Strategy: Concepts, Benefits, and Trade-offs

Cloud migration strategy explained: the core migration approaches, the real benefits beyond cost, and the trade-offs to weigh before you move a single workload.

6 min read
TECHNOLOGY How to Approach DataCataloging in EnterpriseOrganizations. How to approach data cataloging inenterprise organizations: build it… 01 Pilot 02 Team 03 Org 04 Scale APPROACH DATA
Insights · Jun 29, 2026

How to Approach Data Cataloging in Enterprise Organizations

How to approach data cataloging in enterprise organizations: build it around the questions people actually ask, with ownership, or it becomes another unused inventory.

8 min read
TECHNOLOGY The State of AI ModelRisk Management inEnterprise for 2026. The state of AI model risk management inenterprise for 2026: from afterthought… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 29, 2026

The State of AI Model Risk Management in Enterprise for 2026

The state of AI model risk management in enterprise for 2026: from afterthought to operating requirement, what is maturing, and where most programs still fall short.

8 min read
TECHNOLOGY Why Modern DataArchitecture Matters forScaling Energy &Utilities Teams. Why modern data architecture matters forscaling energy and utilities teams… STRATEGY DELIVERY GOVERNANCE SCALE MODERN DATA
Insights · Jun 29, 2026

Why Modern Data Architecture Matters for Scaling Energy & Utilities Teams

Why modern data architecture matters for scaling energy and utilities teams: legacy data foundations break under grid, sensor, and operational data growth.

8 min read
TECHNOLOGY Rightsizing Cloud SpendImplementation Checklistfor SRE Leads. An SRE lead's checklist for rightsizingcloud spend: cut waste using real… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 29, 2026

Rightsizing Cloud Spend Implementation Checklist for SRE Leads

An SRE lead's checklist for rightsizing cloud spend: cut waste using real utilization data without sacrificing the headroom reliability depends on.

7 min read
TECHNOLOGY AI Inference CostOptimization: Concepts,Benefits, and Trade-offs. AI inference cost optimizationexplained: the concepts that drive… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jun 29, 2026

AI Inference Cost Optimization: Concepts, Benefits, and Trade-offs

AI inference cost optimization explained: the concepts that drive inference spend, the benefits of optimizing it, and the trade-offs against latency and quality.

8 min read
TECHNOLOGY From Strategy toProduction: Self-ServiceAnalytics With anEngineering Partner. How to take self-service analytics fromstrategy to production with an… STRATEGYPRODUCTION DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 29, 2026

From Strategy to Production: Self-Service Analytics With an Engineering Partner

How to take self-service analytics from strategy to production with an engineering partner: the governed-data foundation that decides whether self-service works or backfires.

9 min read
TECHNOLOGY Data ObservabilityROI: How to Measureand Prove It. How to measure and prove dataobservability ROI: quantify the cost of… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jun 29, 2026

Data Observability ROI: How to Measure and Prove It

How to measure and prove data observability ROI: quantify the cost of bad data, the detection it speeds up, and the decisions it protects, against the tooling cost.

8 min read
TECHNOLOGY Cloud SecurityPosture ROI: How toMeasure and Prove It. How to measure and prove cloud securityposture ROI: quantify the risk reduced… 01 Pilot 02 Team 03 Org 04 Scale CLOUD SECURITY
Insights · Jun 29, 2026

Cloud Security Posture ROI: How to Measure and Prove It

How to measure and prove cloud security posture ROI: quantify the risk reduced, translate it to avoided cost, and make the case without waiting for a breach to prove it.

8 min read
TECHNOLOGY Site ReliabilityEngineering Explained:What Real Estate LeadersNeed to Know. SRE explained for real estate technologyleaders: what it is, why it matters for… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jun 29, 2026

Site Reliability Engineering Explained: What Real Estate Leaders Need to Know

SRE explained for real estate technology leaders: what it is, why it matters for the platforms your business runs on, and what to know without being an engineer.

8 min read
TECHNOLOGY A Practical Roadmapto DataObservability. A practical, phased roadmap to dataobservability: start where bad data… PRACTICALROADMAP DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 29, 2026

A Practical Roadmap to Data Observability

A practical, phased roadmap to data observability: start where bad data hurts most, instrument the pipelines that matter, and build the practice that catches issues before users do.

8 min read
TECHNOLOGY A VP Product'sIntroduction toEnterprise AIRoadmap. A VP Product's introduction to buildingan enterprise AI roadmap: sequence by… 01 Ad hoc 02 Managed 03 Defined 04 Optimized VP PRODUCT
Insights · Jun 29, 2026

A VP Product's Introduction to Enterprise AI Roadmap

A VP Product's introduction to building an enterprise AI roadmap: sequence by value and readiness, not hype, and treat data and trust as the real dependencies.

8 min read
TECHNOLOGY Common ObservabilityStrategy Pitfalls (andHow to Avoid Them). The common observability strategypitfalls that produce huge bills and no… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jun 26, 2026

Common Observability Strategy Pitfalls (and How to Avoid Them)

The common observability strategy pitfalls that produce huge bills and no answers: collecting everything, dashboards nobody uses, alert fatigue, and how to avoid each.

8 min read
TECHNOLOGY Best Practices forCloud CostOptimization atScale. Best practices for cloud costoptimization at scale: make cost visible… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jun 26, 2026

Best Practices for Cloud Cost Optimization at Scale

Best practices for cloud cost optimization at scale: make cost visible and owned, fix the structural drivers, and build the practice that keeps spend from creeping back.

8 min read
TECHNOLOGY Building a Business Casefor Managed AI Servicesin Real Estate. How to build a business case for managedAI services in real estate: the real… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Jun 26, 2026

Building a Business Case for Managed AI Services in Real Estate

How to build a business case for managed AI services in real estate: the real cost comparison, the speed-to-value, and the data and lock-in risks to weigh honestly.

8 min read
TECHNOLOGY ELT Modernization in2026: Trends ShapingHealthcare. The 2026 trends shaping ELTmodernization in healthcare: why… ELTMODERNIZATION DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 26, 2026

ELT Modernization in 2026: Trends Shaping Healthcare

The 2026 trends shaping ELT modernization in healthcare: why providers are moving transformation into the warehouse, and what PHI and compliance change about it.

8 min read
TECHNOLOGY Site ReliabilityEngineering vs. theStatus Quo: A DecisionGuide for DevOps Leads. SRE or your current DevOps status quo? Adecision guide for DevOps leads on when… SITERELIABILITY/ THE… Site Reliability Best fit for your caseSimpler to operateLower switching cost the Status Added complexityHeavier toolingSteeper learning curve
Insights · Jun 26, 2026

Site Reliability Engineering vs. the Status Quo: A Decision Guide for DevOps Leads

SRE or your current DevOps status quo? A decision guide for DevOps leads on when SRE's overhead pays off and when your existing approach is already enough.

8 min read
TECHNOLOGY Site ReliabilityEngineeringImplementation Checklistfor CTOs. A CTO's implementation checklist forsite reliability engineering: the… 01 Pilot 02 Team 03 Org 04 Scale SITE RELIABILITY
Insights · Jun 26, 2026

Site Reliability Engineering Implementation Checklist for CTOs

A CTO's implementation checklist for site reliability engineering: the decisions and foundations to get right so SRE becomes a practice, not a renamed ops team.

8 min read
TECHNOLOGY From Strategy toProduction: BuildingAI-Ready Data With anEngineering Partner. How enterprises cross from anAI-ready-data strategy to production… STRATEGYPRODUCTION DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 26, 2026

From Strategy to Production: Building AI-Ready Data With an Engineering Partner

How enterprises cross from an AI-ready-data strategy to production data infrastructure with an engineering partner: the gap, the path, and what a partner adds.

9 min read
TECHNOLOGY How to ApproachWell-Architected Reviewsin HealthcareOrganizations. How healthcare organizations shouldapproach well-architected reviews: treat… PLAN BUILD MEASURE IMPROVE APPROACH
Insights · Jun 26, 2026

How to Approach Well-Architected Reviews in Healthcare Organizations

How healthcare organizations should approach well-architected reviews: treat them as a recurring risk practice tied to patient safety and compliance, not a one-time checklist.

9 min read
TECHNOLOGY From Strategy toProduction: MLOps forEnterprise with anEngineering Partner. From strategy to production: howenterprises take MLOps from a slide to… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jun 26, 2026

From Strategy to Production: MLOps for Enterprise with an Engineering Partner

From strategy to production: how enterprises take MLOps from a slide to running infrastructure with an engineering partner, the gap, the path, and what a partner adds.

9 min read
TECHNOLOGY Cloud Migration StrategyROI: How to Measure andProve It. How to measure and prove cloud migrationROI: the real baseline, the costs that… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jun 26, 2026

Cloud Migration Strategy ROI: How to Measure and Prove It

How to measure and prove cloud migration ROI: the real baseline, the costs that arrive before the savings, and the business value beyond the bill that justify the move.

9 min read
TECHNOLOGY How Logiciel DeliversSLOs and Error Budgetsfor Energy & Utilities. How Logiciel delivers SLOs and errorbudgets for energy and utilities: the… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 26, 2026

How Logiciel Delivers SLOs and Error Budgets for Energy & Utilities

How Logiciel delivers SLOs and error budgets for energy and utilities: the engagement, the work, and what you get when reliability targets must reflect grid stakes.

8 min read
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