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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 How Real Estate TeamsImplement Customer DataUnification WithoutDisruption. How real estate teams unify customerdata across systems without disrupting… PLAN BUILD MEASURE IMPROVE REAL
Insights · Jun 29, 2026

How Real Estate Teams Implement Customer Data Unification Without Disruption

How real estate teams unify customer data across systems without disrupting operations: incremental integration on a unified layer, not a risky big-bang consolidation.

6 min read
TECHNOLOGY Why ObservabilityStrategy Matters forScaling Energy &Utilities Teams. Why observability strategy matters forscaling energy and utilities teams… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 29, 2026

Why Observability Strategy Matters for Scaling Energy & Utilities Teams

Why observability strategy matters for scaling energy and utilities teams: without it, scaling multiplies telemetry cost and noise while you still cannot answer what broke.

7 min read
TECHNOLOGY A PracticalRoadmap to AgentGuardrails. A practical roadmap to agent guardrails:constrain what AI agents can do… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jun 29, 2026

A Practical Roadmap to Agent Guardrails

A practical roadmap to agent guardrails: constrain what AI agents can do, validate before they act, and keep humans in the loop, layered by the stakes of each action.

7 min read
TECHNOLOGY Best Practices forLegacy SystemModernization atScale. Best practices for legacy systemmodernization at scale: modernize… PRACTICESLEGACY DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 29, 2026

Best Practices for Legacy System Modernization at Scale

Best practices for legacy system modernization at scale: modernize incrementally with the strangler pattern, preserve domain knowledge, and anchor to business value.

6 min read
TECHNOLOGY From Strategy toProduction: MonitoringLLMs in Production Withan Engineering Partner. Taking LLM monitoring from strategy toproduction with an engineering partner… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 29, 2026

From Strategy to Production: Monitoring LLMs in Production With an Engineering Partner

Taking LLM monitoring from strategy to production with an engineering partner: the gap between "we'll monitor the LLM" and a system that catches confident wrong answers.

7 min read
TECHNOLOGY Data Mesh: A Frameworkfor Mid-Market andEnterprise Teams. A decision framework for data mesh inmid-market and enterprise teams: which… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jun 29, 2026

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

A decision framework for data mesh in mid-market and enterprise teams: which principles to adopt, when full data mesh fits, and when it is organizational overkill.

6 min read
TECHNOLOGY Production-Grade AISystems in 2026: TrendsShaping Energy &Utilities. The 2026 trends shaping production-gradeAI in energy and utilities: from pilots… STRATEGY DELIVERY GOVERNANCE SCALE PRODUCTIONGRADE
Insights · Jun 29, 2026

Production-Grade AI Systems in 2026: Trends Shaping Energy & Utilities

The 2026 trends shaping production-grade AI in energy and utilities: from pilots to reliable, monitored, governed systems where AI touches the grid.

6 min read
TECHNOLOGY Choosing a HallucinationMitigation Partner: WhatCTOs Should Ask. Choosing a hallucination mitigationpartner: the questions a CTO should ask… MODEL DEPLOY MONITOR ITERATE CHOOSING
Insights · Jun 29, 2026

Choosing a Hallucination Mitigation Partner: What CTOs Should Ask

Choosing a hallucination mitigation partner: the questions a CTO should ask to find one who reduces and contains hallucination realistically, not one promising to eliminate it.

6 min read
TECHNOLOGY AI Governance FrameworksExplained: What Energy &Utilities Leaders Needto Know. AI governance frameworks explained forenergy and utilities leaders: what they… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 29, 2026

AI Governance Frameworks Explained: What Energy & Utilities Leaders Need to Know

AI governance frameworks explained for energy and utilities leaders: what they are, why grid-affecting AI raises the stakes, and what to know to govern AI without stalling it.

6 min read
TECHNOLOGY Medallion ArchitectureImplementation Checklistfor Chief Data Officers. A CDO's checklist for implementingmedallion architecture: bronze, silver… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 29, 2026

Medallion Architecture Implementation Checklist for Chief Data Officers

A CDO's checklist for implementing medallion architecture: bronze, silver, and gold layers done with governance and ownership, not just three folders named after metals.

6 min read
TECHNOLOGY Cloud MigrationStrategy: Concepts,Benefits, and Trade-offs. Cloud migration strategy explained: thecore migration approaches, the real… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Jun 29, 2026

Cloud Migration Strategy: Concepts, Benefits, and Trade-offs

Cloud migration strategy explained: the core migration approaches, the real benefits beyond cost, and the trade-offs to weigh before you move a single workload.

6 min read
TECHNOLOGY How to Approach DataCataloging in EnterpriseOrganizations. How to approach data cataloging inenterprise organizations: build it… 01 Pilot 02 Team 03 Org 04 Scale APPROACH DATA
Insights · Jun 29, 2026

How to Approach Data Cataloging in Enterprise Organizations

How to approach data cataloging in enterprise organizations: build it around the questions people actually ask, with ownership, or it becomes another unused inventory.

8 min read
TECHNOLOGY The State of AI ModelRisk Management inEnterprise for 2026. The state of AI model risk management inenterprise for 2026: from afterthought… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jun 29, 2026

The State of AI Model Risk Management in Enterprise for 2026

The state of AI model risk management in enterprise for 2026: from afterthought to operating requirement, what is maturing, and where most programs still fall short.

8 min read
TECHNOLOGY Why Modern DataArchitecture Matters forScaling Energy &Utilities Teams. Why modern data architecture matters forscaling energy and utilities teams… STRATEGY DELIVERY GOVERNANCE SCALE MODERN DATA
Insights · Jun 29, 2026

Why Modern Data Architecture Matters for Scaling Energy & Utilities Teams

Why modern data architecture matters for scaling energy and utilities teams: legacy data foundations break under grid, sensor, and operational data growth.

8 min read
TECHNOLOGY Rightsizing Cloud SpendImplementation Checklistfor SRE Leads. An SRE lead's checklist for rightsizingcloud spend: cut waste using real… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Jun 29, 2026

Rightsizing Cloud Spend Implementation Checklist for SRE Leads

An SRE lead's checklist for rightsizing cloud spend: cut waste using real utilization data without sacrificing the headroom reliability depends on.

7 min read
TECHNOLOGY AI Inference CostOptimization: Concepts,Benefits, and Trade-offs. AI inference cost optimizationexplained: the concepts that drive… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jun 29, 2026

AI Inference Cost Optimization: Concepts, Benefits, and Trade-offs

AI inference cost optimization explained: the concepts that drive inference spend, the benefits of optimizing it, and the trade-offs against latency and quality.

8 min read
TECHNOLOGY From Strategy toProduction: Self-ServiceAnalytics With anEngineering Partner. How to take self-service analytics fromstrategy to production with an… STRATEGYPRODUCTION DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 29, 2026

From Strategy to Production: Self-Service Analytics With an Engineering Partner

How to take self-service analytics from strategy to production with an engineering partner: the governed-data foundation that decides whether self-service works or backfires.

9 min read
TECHNOLOGY Data ObservabilityROI: How to Measureand Prove It. How to measure and prove dataobservability ROI: quantify the cost of… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jun 29, 2026

Data Observability ROI: How to Measure and Prove It

How to measure and prove data observability ROI: quantify the cost of bad data, the detection it speeds up, and the decisions it protects, against the tooling cost.

8 min read
TECHNOLOGY Cloud SecurityPosture ROI: How toMeasure and Prove It. How to measure and prove cloud securityposture ROI: quantify the risk reduced… 01 Pilot 02 Team 03 Org 04 Scale CLOUD SECURITY
Insights · Jun 29, 2026

Cloud Security Posture ROI: How to Measure and Prove It

How to measure and prove cloud security posture ROI: quantify the risk reduced, translate it to avoided cost, and make the case without waiting for a breach to prove it.

8 min read
TECHNOLOGY Site ReliabilityEngineering Explained:What Real Estate LeadersNeed to Know. SRE explained for real estate technologyleaders: what it is, why it matters for… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Jun 29, 2026

Site Reliability Engineering Explained: What Real Estate Leaders Need to Know

SRE explained for real estate technology leaders: what it is, why it matters for the platforms your business runs on, and what to know without being an engineer.

8 min read
TECHNOLOGY A Practical Roadmapto DataObservability. A practical, phased roadmap to dataobservability: start where bad data… PRACTICALROADMAP DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 29, 2026

A Practical Roadmap to Data Observability

A practical, phased roadmap to data observability: start where bad data hurts most, instrument the pipelines that matter, and build the practice that catches issues before users do.

8 min read
TECHNOLOGY A VP Product'sIntroduction toEnterprise AIRoadmap. A VP Product's introduction to buildingan enterprise AI roadmap: sequence by… 01 Ad hoc 02 Managed 03 Defined 04 Optimized VP PRODUCT
Insights · Jun 29, 2026

A VP Product's Introduction to Enterprise AI Roadmap

A VP Product's introduction to building an enterprise AI roadmap: sequence by value and readiness, not hype, and treat data and trust as the real dependencies.

8 min read
TECHNOLOGY Common ObservabilityStrategy Pitfalls (andHow to Avoid Them). The common observability strategypitfalls that produce huge bills and no… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Jun 26, 2026

Common Observability Strategy Pitfalls (and How to Avoid Them)

The common observability strategy pitfalls that produce huge bills and no answers: collecting everything, dashboards nobody uses, alert fatigue, and how to avoid each.

8 min read
TECHNOLOGY Best Practices forCloud CostOptimization atScale. Best practices for cloud costoptimization at scale: make cost visible… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jun 26, 2026

Best Practices for Cloud Cost Optimization at Scale

Best practices for cloud cost optimization at scale: make cost visible and owned, fix the structural drivers, and build the practice that keeps spend from creeping back.

8 min read
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