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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.

1395 essays
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
TECHNOLOGY RAG Architecture:Concepts, Benefits,and Trade-offs. RAG architecture explained: the conceptsbehind retrieval-augmented generation… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 26, 2026

RAG Architecture: Concepts, Benefits, and Trade-offs

RAG architecture explained: the concepts behind retrieval-augmented generation, the benefits when it fits, and the trade-offs to weigh before building on it.

9 min read
TECHNOLOGY The State of ManagedAI Services inEnterprise for 2026. The state of managed AI services inenterprise for 2026: what enterprises… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jun 26, 2026

The State of Managed AI Services in Enterprise for 2026

The state of managed AI services in enterprise for 2026: what enterprises are buying as managed, where they keep control in-house, and how the buy-vs-build line has settled.

8 min read
TECHNOLOGY How to ApproachDeveloper Experience inEnterprise Organizations. How to approach developer experience inenterprise organizations: treat DevEx as… APPROACHDEVELOPER DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 26, 2026

How to Approach Developer Experience in Enterprise Organizations

How to approach developer experience in enterprise organizations: treat DevEx as a measurable outcome with an owner, not a perk, and improve the friction that slows delivery.

8 min read
TECHNOLOGY A PracticalRoadmap to GitOps. A practical roadmap to GitOps: thephased path from ad hoc operations to a… PLAN BUILD MEASURE IMPROVE PRACTICAL
Insights · Jun 26, 2026

A Practical Roadmap to GitOps

A practical roadmap to GitOps: the phased path from ad hoc operations to a reviewed, self-correcting, auditable system, with what to do at each stage and what to avoid.

8 min read
TECHNOLOGY How Logiciel DeliversSecuring AI Systems forReal Estate. How Logiciel delivers securing AIsystems for real estate: the engagement… PLAN BUILD MEASURE IMPROVE LOGICIEL
Insights · Jun 26, 2026

How Logiciel Delivers Securing AI Systems for Real Estate

How Logiciel delivers securing AI systems for real estate: the engagement, the work, and what gets delivered when AI handles listings, valuations, and tenant data.

8 min read
TECHNOLOGY Common ApplicationModernization Pitfalls(and How to Avoid Them). The common application modernizationpitfalls that stall or sink projects… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 26, 2026

Common Application Modernization Pitfalls (and How to Avoid Them)

The common application modernization pitfalls that stall or sink projects, big-bang rewrites, no definition of done, lost domain knowledge, and how to avoid each.

8 min read
TECHNOLOGY Embedding AI IntoExisting Products:Concepts, Benefits, andTrade-offs. Embedding AI into existing productsexplained: the concepts, the benefits… EMBEDDINGAI DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 26, 2026

Embedding AI Into Existing Products: Concepts, Benefits, and Trade-offs

Embedding AI into existing products explained: the concepts, the benefits when it works, and the trade-offs to weigh before adding AI to a product already in production.

9 min read
TECHNOLOGY AI ReliabilityEngineering ROI: How toMeasure and Prove It. How to measure and prove AI reliabilityengineering ROI: the cost of unreliable… MODEL DEPLOY MONITOR ITERATE AI
Insights · Jun 25, 2026

AI Reliability Engineering ROI: How to Measure and Prove It

How to measure and prove AI reliability engineering ROI: the cost of unreliable AI, the improvement, and the business value that justify the investment with a number.

8 min read
TECHNOLOGY Incident ManagementExplained: What Energy &Utilities Leaders Needto Know. Incident management explained for energyand utilities leaders: what it is, why… STRATEGY DELIVERY GOVERNANCE SCALE INCIDENTMANAGEMENT
Insights · Jun 25, 2026

Incident Management Explained: What Energy & Utilities Leaders Need to Know

Incident management explained for energy and utilities leaders: what it is, why it matters when systems affect the grid, and what to know to make incidents recoverable.

8 min read
TECHNOLOGY GitOps Explained:What Real EstateLeaders Need to Know. GitOps explained for real estatetechnology leaders: what it is, why it… GITOPSEXPLAINED DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 25, 2026

GitOps Explained: What Real Estate Leaders Need to Know

GitOps explained for real estate technology leaders: what it is, why it matters for reliable software delivery, and what to know before adopting it.

8 min read
TECHNOLOGY Internal DeveloperPlatforms ROI: How toMeasure and Prove It. How to measure and prove internaldeveloper platform ROI: the… PLAN BUILD MEASURE IMPROVE INTERNAL
Insights · Jun 25, 2026

Internal Developer Platforms ROI: How to Measure and Prove It

How to measure and prove internal developer platform ROI: the developer-productivity baseline, the improvement, and the business value that justify the investment.

8 min read
TECHNOLOGY A VP Engineering'sIntroduction to BuildingAI-ready Data. A VP Engineering's introduction tobuilding AI-ready data: what makes data… DESIGN SHIP OBSERVE REFINE VP
Insights · Jun 25, 2026

A VP Engineering's Introduction to Building AI-ready Data

A VP Engineering's introduction to building AI-ready data: what makes data ready for AI, why it is usually the bottleneck, and where to start making data AI-ready.

9 min read
TECHNOLOGY A Practical Roadmapto Designing ForScale. A practical roadmap to designing forscale: the stages from identifying… PEOPLE PROCESS PLATFORM PRACTICE PRACTICALROADMAP
Insights · Jun 25, 2026

A Practical Roadmap to Designing For Scale

A practical roadmap to designing for scale: the stages from identifying breaking points to scaling deliberately, so systems grow without hitting a wall or over-building.

8 min read
TECHNOLOGY How to Approach AIObservability inHealthcare Organizations. How healthcare organizations shouldapproach AI observability: what to… APPROACHAI DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 25, 2026

How to Approach AI Observability in Healthcare Organizations

How healthcare organizations should approach AI observability: what to monitor beyond uptime, the clinical and compliance stakes, and how to start without boiling the ocean.

8 min read
TECHNOLOGY Distributed TracingROI: How to Measureand Prove It. How to measure and prove distributedtracing ROI: the diagnosis-time… PLAN BUILD MEASURE IMPROVE DISTRIBUT…
Insights · Jun 25, 2026

Distributed Tracing ROI: How to Measure and Prove It

How to measure and prove distributed tracing ROI: the diagnosis-time baseline, the improvement, and the business value that justify the investment with a number.

8 min read
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