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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 Data LakehouseArchitecture Explained:What Enterprise LeadersNeed to Know. Data lakehouse architecture explainedfor enterprise leaders: what it is, why… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 6, 2026

Data Lakehouse Architecture Explained: What Enterprise Leaders Need to Know

Data lakehouse architecture explained for enterprise leaders: what it is, why it combines the lake and the warehouse, and what to know before adopting it.

8 min read
TECHNOLOGY Multi-Cloud StrategyImplementation Checklistfor Head of Platforms. A Head of Platforms checklist forimplementing multi-cloud: pursue it for… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jul 6, 2026

Multi-Cloud Strategy Implementation Checklist for Head of Platforms

A Head of Platforms checklist for implementing multi-cloud: pursue it for a real reason, standardize across clouds, and contain the complexity, or consolidate.

6 min read
TECHNOLOGY From Strategy toProduction:Observability StrategyWith an Engineering…. Taking an observability strategy fromstrategy to production with an… ARCHITECTURE SECURITY RELIABILITY COST STRATEGYPRODUCTION
Insights · Jul 6, 2026

From Strategy to Production: Observability Strategy With an Engineering Partner

Taking an observability strategy from strategy to production with an engineering partner: the gap between an observability vision and answering "what broke" affordably.

7 min read
TECHNOLOGY Why Model LatencyOptimization Matters forScaling Healthcare Teams. Why model latency optimization mattersfor scaling healthcare teams: slow AI… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 6, 2026

Why Model Latency Optimization Matters for Scaling Healthcare Teams

Why model latency optimization matters for scaling healthcare teams: slow AI inference becomes a clinical workflow bottleneck and a cost driver as usage grows.

7 min read
TECHNOLOGY Data Contracts: AFramework for Mid-Marketand Enterprise Teams. A framework for data contracts inmid-market and enterprise teams: where… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jul 6, 2026

Data Contracts: A Framework for Mid-Market and Enterprise Teams

A framework for data contracts in mid-market and enterprise teams: where to apply contracts, what to put in them, and how to enforce them without slowing everyone.

6 min read
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
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