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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 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↗
TECHNOLOGY A Practical Roadmapto Production-GradeAI Systems. A practical roadmap to production-gradeAI systems: turn a working model into… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jul 2, 2026

A Practical Roadmap to Production-Grade AI Systems

A practical roadmap to production-grade AI systems: turn a working model into one that handles real inputs, stays reliable, is monitored, governed, and fails safely.

7 min read↗
TECHNOLOGY Kubernetes Cost ControlExplained: WhatEnterprise Leaders Needto Know. Kubernetes cost control explained forenterprise leaders: why Kubernetes bills… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 2, 2026

Kubernetes Cost Control Explained: What Enterprise Leaders Need to Know

Kubernetes cost control explained for enterprise leaders: why Kubernetes bills balloon from over-provisioning, and what to know to control cost without hurting reliability.

6 min read↗
TECHNOLOGY Choosing a Snowflake vs.Databricks Partner: WhatVP Engineering ShouldAsk. Choosing a Snowflake vs. Databrickspartner: the questions a VP of… CHOOSING A/DATABRICKS… Choosing a Best fit for your caseSimpler to operateLower switching cost Databricks Partner: Added complexityHeavier toolingSteeper learning curve
Insights · Jul 2, 2026

Choosing a Snowflake vs. Databricks Partner: What VP Engineering Should Ask

Choosing a Snowflake vs. Databricks partner: the questions a VP of Engineering should ask to get a fit-based recommendation, not a partner selling their preferred platform.

7 min read↗
TECHNOLOGY Building a Business Casefor HallucinationMitigation in Energy &Utilities. How to build a business case forhallucination mitigation in energy and… ARCHITECTURE SECURITY RELIABILITY COST BUILDINGBUSINESS
Insights · Jul 2, 2026

Building a Business Case for Hallucination Mitigation in Energy & Utilities

How to build a business case for hallucination mitigation in energy and utilities: justify it on the operational cost of a confident wrong AI output near the grid.

7 min read↗
TECHNOLOGY Building a Business Casefor Kubernetes at Scalein Real Estate. How to build a business case forKubernetes at scale in real estate… ARCHITECTURE SECURITY RELIABILITY COST BUILDINGBUSINESS
Insights · Jul 2, 2026

Building a Business Case for Kubernetes at Scale in Real Estate

How to build a business case for Kubernetes at scale in real estate: justify it on operational consistency and scaling, not hype, and weigh the real complexity cost.

7 min read↗
TECHNOLOGY The State ofRe-Platforming Monolithsin Healthcare for 2026. The state of re-platforming healthcaremonoliths in 2026: incremental… PLAN BUILD MEASURE IMPROVE STATE
Insights · Jul 2, 2026

The State of Re-Platforming Monoliths in Healthcare for 2026

The state of re-platforming healthcare monoliths in 2026: incremental, strangler-based modernization that protects clinical continuity, not risky big-bang rewrites.

6 min read↗
TECHNOLOGY Choosing a ChaosEngineering Partner:What SRE Leads ShouldAsk. Choosing a chaos engineering partner:the questions an SRE lead should ask to… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Choosing a Chaos Engineering Partner: What SRE Leads Should Ask

Choosing a chaos engineering partner: the questions an SRE lead should ask to find one who runs disciplined, safe experiments that build resilience, not reckless breakage.

7 min read↗
TECHNOLOGY AI as a Service Adoptionin 2026: Trends ShapingEnterprise. The 2026 trends shaping AI-as-a-serviceadoption in enterprise: where… PEOPLE PROCESS PLATFORM PRACTICE AI SERVICE
Insights · Jul 2, 2026

AI as a Service Adoption in 2026: Trends Shaping Enterprise

The 2026 trends shaping AI-as-a-service adoption in enterprise: where enterprises consume AI as a service, where they keep control, and how the line is settling.

6 min read↗
TECHNOLOGY Data ContractsExplained: What Energy &Utilities Leaders Needto Know. Data contracts explained for energy andutilities leaders: what they are, why… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Data Contracts Explained: What Energy & Utilities Leaders Need to Know

Data contracts explained for energy and utilities leaders: what they are, why they prevent silent data breakage in grid and operational systems, and what to know.

7 min read↗
TECHNOLOGY How to Approach DataUnification AcrossSystems in Real EstateOrganizations. How to approach data unification acrosssystems in real estate: build a unified… DESIGN SHIP OBSERVE REFINE APPROACH
Insights · Jul 2, 2026

How to Approach Data Unification Across Systems in Real Estate Organizations

How to approach data unification across systems in real estate: build a unified layer over running systems and resolve identity well, rather than consolidating everything.

6 min read↗
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