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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.

1867 essays
TECHNOLOGY From Strategy toProduction: WarehouseMigration With anEngineering Partner. Taking a warehouse migration fromstrategy to production with an… STRATEGYPRODUCTION DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 6, 2026

From Strategy to Production: Warehouse Migration With an Engineering Partner

Taking a warehouse migration from strategy to production with an engineering partner: the gap between a migration plan and a migrated warehouse nobody's reports broke on.

7 min read↗
TECHNOLOGY Why DeploymentAutomation Matters forScaling Energy &Utilities Teams. Why deployment automation matters forscaling energy and utilities teams… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jul 6, 2026

Why Deployment Automation Matters for Scaling Energy & Utilities Teams

Why deployment automation matters for scaling energy and utilities teams: manual deployment becomes a bottleneck and a risk as systems multiply near the grid.

7 min read↗
TECHNOLOGY How to Approach ChangeData Capture in RealEstate Organizations. How to approach change data capture inreal estate: prioritize reliable… 01 Pilot 02 Team 03 Org 04 Scale APPROACH CHANGE
Insights · Jul 6, 2026

How to Approach Change Data Capture in Real Estate Organizations

How to approach change data capture in real estate: prioritize reliable, log-based capture of the data that matters, with deletes and schema changes handled, not just streaming.

7 min read↗
TECHNOLOGY Modern Data ArchitectureROI: How to Measure andProve It. How to measure and prove modern dataarchitecture ROI: quantify the cost of… 01 Ad hoc 02 Managed 03 Defined 04 Optimized MODERN DATA
Insights · Jul 6, 2026

Modern Data Architecture ROI: How to Measure and Prove It

How to measure and prove modern data architecture ROI: quantify the cost of the legacy foundation and the value of what a modern one enables, against the rebuild cost.

7 min read↗
TECHNOLOGY Common PlatformEngineering Pitfalls(and How to Avoid Them). The common platform engineeringpitfalls: building what nobody adopts… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 COMMON PLATFORM
Insights · Jul 3, 2026

Common Platform Engineering Pitfalls (and How to Avoid Them)

The common platform engineering pitfalls: building what nobody adopts, gold-plating, mandating instead of earning adoption, and no product mindset, and how to avoid each.

7 min read↗
TECHNOLOGY HallucinationMitigation: Concepts,Benefits, and Trade-offs. Hallucination mitigation explained: theconcepts behind reducing and containing… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 3, 2026

Hallucination Mitigation: Concepts, Benefits, and Trade-offs

Hallucination mitigation explained: the concepts behind reducing and containing LLM hallucination, the benefits of doing it, and the trade-offs against cost and latency.

7 min read↗
TECHNOLOGY Buy-vs-Build AI ROI:How to Measure andProve It. How to measure and prove buy-vs-build AIROI: compare the fully-loaded cost of… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 3, 2026

Buy-vs-Build AI ROI: How to Measure and Prove It

How to measure and prove buy-vs-build AI ROI: compare the fully-loaded cost of building against buying, per capability, including speed and the value of differentiation.

7 min read↗
TECHNOLOGY A SRE Lead'sIntroduction toCI/CD PipelineDesign. An SRE lead's introduction to CI/CDpipeline design: build the pipeline as a… PLAN BUILD MEASURE IMPROVE SRE
Insights · Jul 3, 2026

A SRE Lead's Introduction to CI/CD Pipeline Design

An SRE lead's introduction to CI/CD pipeline design: build the pipeline as a reliability tool, with the gates, safety, and rollback that protect production.

7 min read↗
TECHNOLOGY Multi-AgentOrchestrationImplementation Checklistfor CTOs. A CTO's checklist for multi-agentorchestration: coordinate AI agents… PLAN BUILD MEASURE IMPROVE MULTI
Insights · Jul 3, 2026

Multi-Agent Orchestration Implementation Checklist for CTOs

A CTO's checklist for multi-agent orchestration: coordinate AI agents reliably with clear control, bounded autonomy, and observability, before scaling complexity.

7 min read↗
TECHNOLOGY From Strategy toProduction:Production-Grade AISystems With an…. Taking production-grade AI from strategyto production with an engineering… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 3, 2026

From Strategy to Production: Production-Grade AI Systems With an Engineering Partner

Taking production-grade AI from strategy to production with an engineering partner: building the reliability, monitoring, and safe-failure a working model lacks.

7 min read↗
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↗
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