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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 Real Estate PortfolioAnalytics: FromSpreadsheets toPlatforms. How to move real estate portfolioanalytics from spreadsheets to a… ARCHITECTURE SECURITY RELIABILITY COST REAL ESTATE
Insights · Jun 17, 2026

Real Estate Portfolio Analytics: From Spreadsheets to Platforms

How to move real estate portfolio analytics from spreadsheets to a platform: a single source of truth, automated data flow, and the controls portfolio decisions need.

12 min read
TECHNOLOGY Energy Benchmarking forBuildings: DataPipelines for ESG. How to build energy benchmarking datapipelines for buildings and ESG… MODEL DEPLOY MONITOR ITERATE ENERGY
Insights · Jun 17, 2026

Energy Benchmarking for Buildings: Data Pipelines for ESG

How to build energy benchmarking data pipelines for buildings and ESG reporting: ingesting meter and utility data, normalization, and the controls reporting needs.

11 min read
TECHNOLOGY Document Intelligencefor Real Estate:Contracts, Leases,Titles. How document intelligence handles realestate contracts, leases, and titles… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 17, 2026

Document Intelligence for Real Estate: Contracts, Leases, Titles

How document intelligence handles real estate contracts, leases, and titles reliably: extraction, validation, and the controls a production document workflow needs.

12 min read
TECHNOLOGY PropTech DataIntegration: Taming theMLS-CRM-ERP Triangle. How to tame PropTech data integrationacross MLS, CRM, and ERP: a canonical… DESIGN SHIP OBSERVE REFINE PROPTECH
Insights · Jun 17, 2026

PropTech Data Integration: Taming the MLS-CRM-ERP Triangle

How to tame PropTech data integration across MLS, CRM, and ERP: a canonical model, reconciliation, and the controls a reliable property data platform needs.

12 min read
TECHNOLOGY Lease Abstractionwith AI: From PDFsto Structured Data. How AI lease abstraction turns leasePDFs into structured data reliably… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jun 17, 2026

Lease Abstraction with AI: From PDFs to Structured Data

How AI lease abstraction turns lease PDFs into structured data reliably: extraction, validation, human review, and the controls a production workflow needs.

12 min read
TECHNOLOGY AVMs in 2026: WhereAutomated ValuationStill Falls Short. Where automated valuation models stillfall short in 2026, the data, edge… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Jun 17, 2026

AVMs in 2026: Where Automated Valuation Still Falls Short

Where automated valuation models still fall short in 2026, the data, edge cases, and confidence gaps, and how to deploy AVMs with the guardrails they need.

12 min read
TECHNOLOGY Healthcare Chatbots ThatWon't Get You Sued:Guardrail Patterns. Guardrail patterns for healthcarechatbots that avoid liability: scope… ARCHITECTURE SECURITY RELIABILITY COST HEALTHCARECHATBOTS
Insights · Jun 16, 2026

Healthcare Chatbots That Won't Get You Sued: Guardrail Patterns

Guardrail patterns for healthcare chatbots that avoid liability: scope limits, escalation, disclaimers done right, and the controls a safe patient-facing bot needs.

12 min read
TECHNOLOGY SaMD and the FDA:Shipping AI as aMedical Device. What it takes to ship AI as Software asa Medical Device under FDA oversight… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 16, 2026

SaMD and the FDA: Shipping AI as a Medical Device

What it takes to ship AI as Software as a Medical Device under FDA oversight: classification, validation, change control, and the controls a regulated AI product needs.

12 min read
TECHNOLOGY Payer-Provider DataExchange: Architecturefor the New Rules. How to architect payer-provider dataexchange for the new interoperability… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 16, 2026

Payer-Provider Data Exchange: Architecture for the New Rules

How to architect payer-provider data exchange for the new interoperability rules: APIs, standards, and the controls a compliant, scalable exchange needs.

11 min read
TECHNOLOGY Medical ImagingPipelines: Storage,Inference, andCompliance. How to build medical imaging pipelinesthat handle storage, AI inference, and… DESIGN SHIP OBSERVE REFINE MEDICAL
Insights · Jun 16, 2026

Medical Imaging Pipelines: Storage, Inference, and Compliance

How to build medical imaging pipelines that handle storage, AI inference, and compliance at scale: DICOM, model integration, and the controls a clinical deployment needs.

12 min read
TECHNOLOGY Clinical DecisionSupport: Avoiding AlertFatigue by Design. How to design clinical decision supportthat avoids alert fatigue: relevance… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jun 16, 2026

Clinical Decision Support: Avoiding Alert Fatigue by Design

How to design clinical decision support that avoids alert fatigue: relevance, specificity, and the controls that keep alerts trusted and acted on, not dismissed.

12 min read
TECHNOLOGY De-Identification atScale: Techniques forHealthcare Analytics. Techniques for de-identifying healthcaredata at scale for analytics and AI… ARCHITECTURE SECURITY RELIABILITY COST DEIDENTIFICATION
Insights · Jun 16, 2026

De-Identification at Scale: Techniques for Healthcare Analytics

Techniques for de-identifying healthcare data at scale for analytics and AI: methods, re-identification risk, and the controls a compliant de-identification pipeline needs.

11 min read
TECHNOLOGY Consent Management forHealthcare AI: Patternsand Pitfalls. How to manage patient consent forhealthcare AI: capturing, enforcing, and… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jun 15, 2026

Consent Management for Healthcare AI: Patterns and Pitfalls

How to manage patient consent for healthcare AI: capturing, enforcing, and honoring consent across data uses, with the patterns and pitfalls a compliant system needs.

12 min read
TECHNOLOGY AI in Revenue CycleManagement: Where theROI Actually Is. Where AI delivers real ROI in healthcarerevenue cycle management, coding… MODEL DEPLOY MONITOR ITERATE AI
Insights · Jun 15, 2026

AI in Revenue Cycle Management: Where the ROI Actually Is

Where AI delivers real ROI in healthcare revenue cycle management, coding, denials, prior auth, and where it does not, with the controls a production deployment needs.

12 min read
TECHNOLOGY FHIR-NativeArchitectures: Designingfor Interoperability. What FHIR-native architecture means andhow it delivers real healthcare… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jun 15, 2026

FHIR-Native Architectures: Designing for Interoperability

What FHIR-native architecture means and how it delivers real healthcare interoperability: using FHIR as the model, not a translation layer, plus the controls it needs.

12 min read
TECHNOLOGY Healthcare DataLakes: Governing PHIat Petabyte Scale. How to build a healthcare data lake thatgoverns PHI at petabyte scale: access… HEALTHCAREDATA DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 15, 2026

Healthcare Data Lakes: Governing PHI at Petabyte Scale

How to build a healthcare data lake that governs PHI at petabyte scale: access control, lineage, de-identification, and the controls a compliant platform needs.

12 min read
TECHNOLOGY Ambient ClinicalIntelligence: Beyond theHype of AI Scribes. What ambient clinical intelligenceactually requires in production beyond… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 AMBIENT CLINICAL
Insights · Jun 15, 2026

Ambient Clinical Intelligence: Beyond the Hype of AI Scribes

What ambient clinical intelligence actually requires in production beyond AI scribe demos: accuracy, clinician workflow, compliance, and the controls that make it safe.

12 min read
TECHNOLOGY AWS Backup and DR:Building a Recovery PlanThat Actually Works. How to build an AWS backup and disasterrecovery plan that actually works… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 15, 2026

AWS Backup and DR: Building a Recovery Plan That Actually Works

How to build an AWS backup and disaster recovery plan that actually works: RPO/RTO targets, tested restores, and the controls that turn backups into real recovery.

12 min read
TECHNOLOGY AWS PrivateLink forSaaS: Architecture forB2B Integrations. How AWS PrivateLink enables private B2BSaaS integrations without exposing… PLAN BUILD MEASURE IMPROVE AWS
Insights · Jun 15, 2026

AWS PrivateLink for SaaS: Architecture for B2B Integrations

How AWS PrivateLink enables private B2B SaaS integrations without exposing services to the internet: architecture, patterns, and the controls a production setup needs.

12 min read
TECHNOLOGY Bedrock KnowledgeBases: Managed RAGand Its Limits. What Amazon Bedrock Knowledge Basesoffer for managed RAG, where they save… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 15, 2026

Bedrock Knowledge Bases: Managed RAG and Its Limits

What Amazon Bedrock Knowledge Bases offer for managed RAG, where they save effort, and where their limits mean you need a custom retrieval pipeline instead.

13 min read
TECHNOLOGY AWS Glue vs.Self-Managed Spark:The Real Tradeoffs. The real tradeoffs between AWS Glue andself-managed Spark: control, cost… AWS GLUE /SELF-MANAGEDSPARK: AWS Glue Best fit for your caseSimpler to operateLower switching cost Self-Managed Spark: Added complexityHeavier toolingSteeper learning curve
Insights · Jun 15, 2026

AWS Glue vs. Self-Managed Spark: The Real Tradeoffs

The real tradeoffs between AWS Glue and self-managed Spark: control, cost, operational burden, and how to choose the right one for your data workloads.

13 min read
TECHNOLOGY Karpenter vs. ClusterAutoscaler on EKS: A2026 Comparison. A 2026 comparison of Karpenter andCluster Autoscaler on EKS: how each… KARPENTER/ CLUSTERAUTOSCALER Karpenter Best fit for your caseSimpler to operateLower switching cost Cluster Autoscaler Added complexityHeavier toolingSteeper learning curve
Insights · Jun 9, 2026

Karpenter vs. Cluster Autoscaler on EKS: A 2026 Comparison

A 2026 comparison of Karpenter and Cluster Autoscaler on EKS: how each scales nodes, their tradeoffs in flexibility and cost, and how to choose for your cluster.

12 min read
TECHNOLOGY AWS Cost AnomalyDetection: CatchingSpikes Before the Bill. How AWS Cost Anomaly Detection catchescost spikes before the monthly bill… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Jun 8, 2026

AWS Cost Anomaly Detection: Catching Spikes Before the Bill

How AWS Cost Anomaly Detection catches cost spikes before the monthly bill: setup, monitors, alerting, and the practice that turns surprises into early signals.

12 min read
TECHNOLOGY EventBridge as theBackbone of Event-DrivenAWS Architectures. How Amazon EventBridge serves as thebackbone of event-driven AWS… PLAN BUILD MEASURE IMPROVE EVENTBRID…
Insights · Jun 8, 2026

EventBridge as the Backbone of Event-Driven AWS Architectures

How Amazon EventBridge serves as the backbone of event-driven AWS architectures: decoupling, routing, schema, and the controls a production event bus needs.

12 min read
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