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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.

1395 essays
TECHNOLOGY Incident Management vs.the Status Quo: ADecision Guide for CTOs. Invest in formal incident management orkeep your current approach? A CTO's… INCIDENTMANAGEMENT/ THE… Incident Management Best fit for your caseSimpler to operateLower switching cost the Status Added complexityHeavier toolingSteeper learning curve
Insights · Jul 3, 2026

Incident Management vs. the Status Quo: A Decision Guide for CTOs

Invest in formal incident management or keep your current approach? A CTO's decision guide on when the practice pays off and when ad hoc response is still enough.

7 min read
TECHNOLOGY From Strategy toProduction: DeveloperExperience With anEngineering Partner. Taking developer experience fromstrategy to production with an… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jul 3, 2026

From Strategy to Production: Developer Experience With an Engineering Partner

Taking developer experience from strategy to production with an engineering partner: the gap between a DevEx vision and friction actually reduced for developers.

7 min read
TECHNOLOGY How Logiciel DeliversLLM Evaluation andTesting for Real Estate. How Logiciel delivers LLM evaluation andtesting for real estate: the engagement… PLAN BUILD MEASURE IMPROVE LOGICIEL
Insights · Jul 3, 2026

How Logiciel Delivers LLM Evaluation and Testing for Real Estate

How Logiciel delivers LLM evaluation and testing for real estate: the engagement that verifies LLMs are accurate and safe before they touch listings, valuations, and tenants.

7 min read
TECHNOLOGY MLOps forEnterprise:Concepts, Benefits,and Trade-offs. MLOps for enterprise explained: theconcepts behind operationalizing ML at… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jul 3, 2026

MLOps for Enterprise: Concepts, Benefits, and Trade-offs

MLOps for enterprise explained: the concepts behind operationalizing ML at scale, the benefits of reliable model delivery, and the trade-offs in cost and complexity.

7 min read
TECHNOLOGY How Logiciel DeliversDesigning for Scale forthe Enterprise. How Logiciel delivers designing forscale for the enterprise: the engagement… STRATEGY DELIVERY GOVERNANCE SCALE LOGICIELDELIVERS
Insights · Jul 3, 2026

How Logiciel Delivers Designing for Scale for the Enterprise

How Logiciel delivers designing for scale for the enterprise: the engagement that finds the bottlenecks, proves scaling under load, and builds the operational maturity.

7 min read
TECHNOLOGY How Logiciel DeliversCloud Cost Optimizationfor the Enterprise. How Logiciel delivers cloud costoptimization for the enterprise: the… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 3, 2026

How Logiciel Delivers Cloud Cost Optimization for the Enterprise

How Logiciel delivers cloud cost optimization for the enterprise: the engagement that makes spend visible and owned, fixes structural drivers, and sustains the savings.

7 min read
TECHNOLOGY From Strategy toProduction: PipelineMonitoring With anEngineering Partner. Taking pipeline monitoring from strategyto production with an engineering… PLAN BUILD MEASURE IMPROVE STRATEGY
Insights · Jul 3, 2026

From Strategy to Production: Pipeline Monitoring With an Engineering Partner

Taking pipeline monitoring from strategy to production with an engineering partner: the gap between "we'll monitor our pipelines" and catching silent data failures.

7 min read
TECHNOLOGY Best Practices forMedallionArchitecture atScale. Best practices for medallionarchitecture at scale: enforce layer… PRACTICESMEDALLION DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jul 3, 2026

Best Practices for Medallion Architecture at Scale

Best practices for medallion architecture at scale: enforce layer contracts, govern transformations, and manage cost, so bronze-silver-gold stays trustworthy as it grows.

7 min read
TECHNOLOGY Choosing a PlatformEngineering Partner:What Head of PlatformsShould Ask. Choosing a platform engineering partner:the questions a Head of Platforms should… PEOPLE PROCESS PLATFORM PRACTICE CHOOSINGPLATFORM
Insights · Jul 3, 2026

Choosing a Platform Engineering Partner: What Head of Platforms Should Ask

Choosing a platform engineering partner: the questions a Head of Platforms should ask to find one who builds a platform developers adopt, not shelfware nobody uses.

7 min read
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
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