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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.

1314 essays
TECHNOLOGY A Practical Roadmapto Production-GradeAI Systems. A practical roadmap to production-gradeAI systems: turn a working model into… DISCOVERY DESIGN DELIVERY SCALE
Insights · Jul 2, 2026

A Practical Roadmap to Production-Grade AI Systems

A practical roadmap to production-grade AI systems: turn a working model into one that handles real inputs, stays reliable, is monitored, governed, and fails safely.

7 min read
TECHNOLOGY Kubernetes Cost ControlExplained: WhatEnterprise Leaders Needto Know. Kubernetes cost control explained forenterprise leaders: why Kubernetes bills… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 2, 2026

Kubernetes Cost Control Explained: What Enterprise Leaders Need to Know

Kubernetes cost control explained for enterprise leaders: why Kubernetes bills balloon from over-provisioning, and what to know to control cost without hurting reliability.

6 min read
TECHNOLOGY Choosing a Snowflake vs.Databricks Partner: WhatVP Engineering ShouldAsk. Choosing a Snowflake vs. Databrickspartner: the questions a VP of… CHOOSING A/DATABRICKS… Choosing a Best fit for your caseSimpler to operateLower switching cost Databricks Partner: Added complexityHeavier toolingSteeper learning curve
Insights · Jul 2, 2026

Choosing a Snowflake vs. Databricks Partner: What VP Engineering Should Ask

Choosing a Snowflake vs. Databricks partner: the questions a VP of Engineering should ask to get a fit-based recommendation, not a partner selling their preferred platform.

7 min read
TECHNOLOGY Building a Business Casefor HallucinationMitigation in Energy &Utilities. How to build a business case forhallucination mitigation in energy and… ARCHITECTURE SECURITY RELIABILITY COST BUILDINGBUSINESS
Insights · Jul 2, 2026

Building a Business Case for Hallucination Mitigation in Energy & Utilities

How to build a business case for hallucination mitigation in energy and utilities: justify it on the operational cost of a confident wrong AI output near the grid.

7 min read
TECHNOLOGY Building a Business Casefor Kubernetes at Scalein Real Estate. How to build a business case forKubernetes at scale in real estate… ARCHITECTURE SECURITY RELIABILITY COST BUILDINGBUSINESS
Insights · Jul 2, 2026

Building a Business Case for Kubernetes at Scale in Real Estate

How to build a business case for Kubernetes at scale in real estate: justify it on operational consistency and scaling, not hype, and weigh the real complexity cost.

7 min read
TECHNOLOGY The State ofRe-Platforming Monolithsin Healthcare for 2026. The state of re-platforming healthcaremonoliths in 2026: incremental… PLAN BUILD MEASURE IMPROVE STATE
Insights · Jul 2, 2026

The State of Re-Platforming Monoliths in Healthcare for 2026

The state of re-platforming healthcare monoliths in 2026: incremental, strangler-based modernization that protects clinical continuity, not risky big-bang rewrites.

6 min read
TECHNOLOGY Choosing a ChaosEngineering Partner:What SRE Leads ShouldAsk. Choosing a chaos engineering partner:the questions an SRE lead should ask to… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Choosing a Chaos Engineering Partner: What SRE Leads Should Ask

Choosing a chaos engineering partner: the questions an SRE lead should ask to find one who runs disciplined, safe experiments that build resilience, not reckless breakage.

7 min read
TECHNOLOGY AI as a Service Adoptionin 2026: Trends ShapingEnterprise. The 2026 trends shaping AI-as-a-serviceadoption in enterprise: where… PEOPLE PROCESS PLATFORM PRACTICE AI SERVICE
Insights · Jul 2, 2026

AI as a Service Adoption in 2026: Trends Shaping Enterprise

The 2026 trends shaping AI-as-a-service adoption in enterprise: where enterprises consume AI as a service, where they keep control, and how the line is settling.

6 min read
TECHNOLOGY Data ContractsExplained: What Energy &Utilities Leaders Needto Know. Data contracts explained for energy andutilities leaders: what they are, why… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Data Contracts Explained: What Energy & Utilities Leaders Need to Know

Data contracts explained for energy and utilities leaders: what they are, why they prevent silent data breakage in grid and operational systems, and what to know.

7 min read
TECHNOLOGY How to Approach DataUnification AcrossSystems in Real EstateOrganizations. How to approach data unification acrosssystems in real estate: build a unified… DESIGN SHIP OBSERVE REFINE APPROACH
Insights · Jul 2, 2026

How to Approach Data Unification Across Systems in Real Estate Organizations

How to approach data unification across systems in real estate: build a unified layer over running systems and resolve identity well, rather than consolidating everything.

6 min read
TECHNOLOGY The State of LLMEvaluation and Testingin Healthcare for 2026. The state of LLM evaluation and testingin healthcare for 2026: from ad hoc spot… 01 Pilot 02 Team 03 Org 04 Scale STATE LLM
Insights · Jul 2, 2026

The State of LLM Evaluation and Testing in Healthcare for 2026

The state of LLM evaluation and testing in healthcare for 2026: from ad hoc spot checks to rigorous, clinical-grade evaluation before and after LLMs touch care.

6 min read
TECHNOLOGY Semantic Layer DesignExplained: WhatEnterprise Leaders Needto Know. Semantic layer design explained forenterprise leaders: why your reports… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jul 2, 2026

Semantic Layer Design Explained: What Enterprise Leaders Need to Know

Semantic layer design explained for enterprise leaders: why your reports disagree, how a semantic layer fixes it, and why the hard part is agreement, not technology.

7 min read
TECHNOLOGY Choosing a SemanticLayer Design Partner:What Director ofAnalytics Should Ask. Choosing a semantic layer designpartner: the questions a Director of… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Jul 2, 2026

Choosing a Semantic Layer Design Partner: What Director of Analytics Should Ask

Choosing a semantic layer design partner: the questions a Director of Analytics should ask to get consistent, governed metric definitions, not just another modeling tool.

7 min read
TECHNOLOGY How to Approach AIGovernance Frameworks inEnergy & UtilitiesOrganizations. How to approach AI governance in energyand utilities: make it risk-based and… APPROACHAI DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jul 2, 2026

How to Approach AI Governance Frameworks in Energy & Utilities Organizations

How to approach AI governance in energy and utilities: make it risk-based and operational, concentrated on grid-affecting AI, so it enables adoption instead of stalling it.

7 min read
TECHNOLOGY How LogicielDelivers DataContracts for RealEstate. How Logiciel delivers data contracts forreal estate: the engagement, the work… MODEL DEPLOY MONITOR ITERATE LOGICIEL
Insights · Jul 2, 2026

How Logiciel Delivers Data Contracts for Real Estate

How Logiciel delivers data contracts for real estate: the engagement, the work, and what you get when data producers and consumers agree on enforced expectations.

6 min read
TECHNOLOGY High-AvailabilitySystems Explained: WhatHealthcare Leaders Needto Know. High-availability systems explained forhealthcare leaders: what HA is, why it… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Jul 2, 2026

High-Availability Systems Explained: What Healthcare Leaders Need to Know

High-availability systems explained for healthcare leaders: what HA is, why it matters when systems affect care, and what to know without being an engineer.

7 min read
TECHNOLOGY How Logiciel DeliversInfrastructure as Codefor the Enterprise. How Logiciel delivers infrastructure ascode for the enterprise: the engagement… STRATEGY DELIVERY GOVERNANCE SCALE LOGICIELDELIVERS
Insights · Jul 2, 2026

How Logiciel Delivers Infrastructure as Code for the Enterprise

How Logiciel delivers infrastructure as code for the enterprise: the engagement, the work, and what you get when infrastructure becomes versioned, reviewed, and reproducible.

6 min read
TECHNOLOGY Choosing a DevSecOpsPartner: What VPEngineering Should Ask. Choosing a DevSecOps partner: thequestions a VP of Engineering should ask… PEOPLE PROCESS PLATFORM PRACTICE CHOOSINGDEVSECOPS
Insights · Jun 29, 2026

Choosing a DevSecOps Partner: What VP Engineering Should Ask

Choosing a DevSecOps partner: the questions a VP of Engineering should ask to find one who embeds security into delivery without slowing it to a crawl.

6 min read
TECHNOLOGY A Practical Roadmapto Monitoring LLMsin Production. A practical roadmap to monitoring LLMsin production: track output quality, not… PRACTICALROADMAP DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Jun 29, 2026

A Practical Roadmap to Monitoring LLMs in Production

A practical roadmap to monitoring LLMs in production: track output quality, not just latency and cost, because an LLM fails by being wrong while looking healthy.

6 min read
TECHNOLOGY Vector Databases: AFramework for Mid-Marketand Enterprise Teams. A decision framework for vectordatabases in mid-market and enterprise… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Jun 29, 2026

Vector Databases: A Framework for Mid-Market and Enterprise Teams

A decision framework for vector databases in mid-market and enterprise teams: when you need a dedicated one, when an extension suffices, and how to choose.

7 min read
TECHNOLOGY Vector DatabasesImplementation Checklistfor Director ofAnalytics. A Director of Analytics checklist forvector databases: choose and operate one… STRATEGY DELIVERY GOVERNANCE SCALE VECTORDATABASES
Insights · Jun 29, 2026

Vector Databases Implementation Checklist for Director of Analytics

A Director of Analytics checklist for vector databases: choose and operate one based on recall, latency, and cost at your scale, not benchmark hype.

7 min read
TECHNOLOGY Change Data CaptureImplementation Checklistfor Chief Data Officers. A CDO's checklist for change datacapture: stream source changes reliably… CHANGEDATA DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 29, 2026

Change Data Capture Implementation Checklist for Chief Data Officers

A CDO's checklist for change data capture: stream source changes reliably without overloading systems or losing events, so downstream data stays fresh and correct.

6 min read
TECHNOLOGY A PracticalRoadmap to RAGArchitecture. A practical roadmap to RAG architecture:build retrieval quality first, prove… ARCHITECTURE SECURITY RELIABILITY COST PRACTICALROADMAP
Insights · Jun 29, 2026

A Practical Roadmap to RAG Architecture

A practical roadmap to RAG architecture: build retrieval quality first, prove grounding on a real corpus, then scale, because retrieval is the ceiling, not the model.

7 min read
TECHNOLOGY What Is DataOpsPractices? A Guide forData Platform Leads. What is DataOps? A data platform lead'sguide: applying DevOps discipline to… DATAOPSPRACTICES DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Jun 29, 2026

What Is DataOps Practices? A Guide for Data Platform Leads

What is DataOps? A data platform lead's guide: applying DevOps discipline to data pipelines, automated testing, CI/CD, and monitoring, so data ships reliably.

7 min read
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