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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.

1397 essays
TECHNOLOGY Agentic AI in theEnterprise: WhichWorkflows Actually PayOff First?. Learn which Agentic AI Enterpriseworkflows actually pay off first in… MODEL DEPLOY MONITOR ITERATE AGENTIC
Insights · May 12, 2026

Agentic AI in the Enterprise: Which Workflows Actually Pay Off First?

Learn which Agentic AI Enterprise workflows actually pay off first in 2026: ROI patterns, prioritization framework, and real examples for VPs of Product.

12 min read
TECHNOLOGY Edge AI Implementation:Architecture Patternsfor Real-time Inference. Learn Edge AI Implementation Concepts in2026 and how to use Architecture, Tools… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 EDGE AI
Insights · May 11, 2026

Edge AI Implementation: Architecture Patterns for Real-time Inference

Learn Edge AI Implementation Concepts in 2026 and how to use Architecture, Tools, and Best Practices to Ship Real-time Inference at Scale.

12 min read
TECHNOLOGY Data Infrastructure forFinancial Services: WhatBanks and Fintechs GetRight. All engineering leaders should knowabout AI data infrastructure for… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · May 11, 2026

Data Infrastructure for Financial Services: What Banks and Fintechs Get Right

All engineering leaders should know about AI data infrastructure for financial services, including compliance, scaling and real-world architectures.

7 min read
TECHNOLOGY DataOps Explained: WhyYour Data Team NeedsEngineering Culture toScale. What engineering leaders should knowabout data infrastructure management in… 01 Ad hoc 02 Managed 03 Defined 04 Optimized DATAOPS EXPLAINED
Insights · May 11, 2026

DataOps Explained: Why Your Data Team Needs Engineering Culture to Scale

What engineering leaders should know about data infrastructure management in 2026 - Practical insights, real trade-off, actionable guidance.

8 min read
TECHNOLOGY Cloud-BasedInfrastructureManagement: HowHigh-Growth Teams Stay…. Discover how you can reduce your datainfrastructure costs, uncover hidden… CLOUDBASED DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 11, 2026

Cloud-Based Infrastructure Management: How High-Growth Teams Stay in Control

Discover how you can reduce your data infrastructure costs, uncover hidden inefficiencies, lower your cloud spending, and scale efficiently without waste.

6 min read
TECHNOLOGY Data Access Control: Howto Secure Your DataInfrastructure WithoutSlowing Teams Down. Implement security using effective dataaccess control measures for your… ARCHITECTURE SECURITY RELIABILITY COST DATA ACCESS
Insights · May 11, 2026

Data Access Control: How to Secure Your Data Infrastructure Without Slowing Teams Down

Implement security using effective data access control measures for your organization's data infrastructure so your engineers are able to work efficiently, rather than delayed due to lack of…

8 min read
TECHNOLOGY Data Engineering TeamStructure: Centralizedvs Federated - WhichWorks When?. Understand the differences betweencentralized and federated data… DATAENGINEERING/… Data Engineering Best fit for your caseSimpler to operateLower switching cost Federated - Added complexityHeavier toolingSteeper learning curve
Insights · May 11, 2026

Data Engineering Team Structure: Centralized vs Federated - Which Works When?

Understand the differences between centralized and federated data engineering team structures-pros and cons, cost impacts, and which model is best suited to support modern data infrastructure…

9 min read
TECHNOLOGY Hybrid Cloud DataInfrastructure: How toManage Data AcrossOn-Prem and Cloud. Learn how to create & maintain anefficient hybrid cloud-based… ASSESS ADOPT OPTIMIZE GOVERN
Insights · May 11, 2026

Hybrid Cloud Data Infrastructure: How to Manage Data Across On-Prem and Cloud

Learn how to create & maintain an efficient hybrid cloud-based infrastructure that integrates both your on-premise & cloud data to reduce costs & provide more reliable & scalable systems.

8 min read
TECHNOLOGY Real-Time DataInfrastructure: WhyBatch Processing Is NoLonger Enough for AI. Discover the need for real-time datainfrastructure and analytics for the… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · May 11, 2026

Real-Time Data Infrastructure: Why Batch Processing Is No Longer Enough for AI

Discover the need for real-time data infrastructure and analytics for the present day and how to move away from batch processing to scalable and dependable pipelines.

7 min read
TECHNOLOGY Enterprise DataArchitecture: PrinciplesThat Actually Scale Past10TB. Get guidance on creating an enterprisedata architecture capable of scaling to… PLAN BUILD MEASURE IMPROVE ENTERPRISE
Insights · May 8, 2026

Enterprise Data Architecture: Principles That Actually Scale Past 10TB

Get guidance on creating an enterprise data architecture capable of scaling to over 10TB with real-world frameworks, practical design tradeoffs and proven best practices.

6 min read
TECHNOLOGY Data InfrastructureDisaster Recovery: Howto Plan for FailureBefore It Happens. This Guide Will Help You Create ADetailed Plan To Establish A Safe Data… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 8, 2026

Data Infrastructure Disaster Recovery: How to Plan for Failure Before It Happens

This Guide Will Help You Create A Detailed Plan To Establish A Safe Data Infrastructure, Minimize Downtime, And Create Resilient Data Infrastructure.

8 min read
TECHNOLOGY Vector DatabasesExplained: Do YouActually Need One forYour Data Stack?. Read how vector databases fit into theAI data architecture and if your team… 01 Pilot 02 Team 03 Org 04 Scale VECTOR DATABASES
Insights · May 8, 2026

Vector Databases Explained: Do You Actually Need One for Your Data Stack?

Read how vector databases fit into the AI data architecture and if your team needs one.

7 min read
TECHNOLOGY Data Center Management:Moving Beyond ManualMonitoring to ProactiveObservability. Discover how Data Center Management willevolve from manual monitoring to… ASSESS ADOPT OPTIMIZE GOVERN
Insights · May 8, 2026

Data Center Management: Moving Beyond Manual Monitoring to Proactive Observability

Discover how Data Center Management will evolve from manual monitoring to proactive observability for reliability and scale.

8 min read
TECHNOLOGY Intelligent DataInfrastructure: FromBest Practices toReal-World…. Learn about intelligent datainfrastructure best practices that aid… 01 Ad hoc 02 Managed 03 Defined 04 Optimized INTELLIGENT DATA
Insights · May 8, 2026

Intelligent Data Infrastructure: From Best Practices to Real-World Implementation

Learn about intelligent data infrastructure best practices that aid in providing reliability, scalability and observability in today's world of data.

7 min read
TECHNOLOGY Data Infrastructure forProduct Analytics: HowFast-Growing SaaSCompanies Do It. Fast-growing SaaS companies are usingmodern data infrastructures to build… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 8, 2026

Data Infrastructure for Product Analytics: How Fast-Growing SaaS Companies Do It

Fast-growing SaaS companies are using modern data infrastructures to build product analytics that can scale and be ready for any kind of AI deployment.

7 min read
TECHNOLOGY Data Infrastructure forAI - Understanding theMachine Learning DataLayer. Learn why the Data Layer is the mostoverlooked part of Data Infrastructure… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · May 8, 2026

Data Infrastructure for AI - Understanding the Machine Learning Data Layer

Learn why the Data Layer is the most overlooked part of Data Infrastructure for AI, and how to build a Data Layer that is Reliable and Scalable.

8 min read
TECHNOLOGY How to Build a DataInfrastructure Roadmap:A Framework forEngineering Leaders. How can your organization effectivelyscale its data infrastructure strategy… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUILD DATA
Insights · May 8, 2026

How to Build a Data Infrastructure Roadmap: A Framework for Engineering Leaders

How can your organization effectively scale its data infrastructure strategy by using a step-by-step roadmap designed specifically for engineering leaders?

10 min read
TECHNOLOGY Data InfrastructureStrategy: A 6-MonthRoadmap for EngineeringLeads. A 6-month actionable roadmap to helpengineering executives create data… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Data Infrastructure Strategy: A 6-Month Roadmap for Engineering Leads

A 6-month actionable roadmap to help engineering executives create data infrastructure, gain buy-in, and increase reliability while allowing their teams to scale confidently.

6 min read
TECHNOLOGY Data Infrastructure forAI: What Changes When MLModels Depend on YourPipelines. A comprehensive guide to datainfrastructure for AI, including… PLAN BUILD MEASURE IMPROVE DATA
Insights · May 8, 2026

Data Infrastructure for AI: What Changes When ML Models Depend on Your Pipelines

A comprehensive guide to data infrastructure for AI, including changing pipelines, building reliable systems and what scaling can mean.

9 min read
TECHNOLOGY Why Your DataInfrastructure KeepsBreaking: Root Causesand Real Fixes. This article will explore the reasonsyour data management infrastructure is… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Why Your Data Infrastructure Keeps Breaking: Root Causes and Real Fixes

This article will explore the reasons your data management infrastructure is constantly breaking and provide practical frameworks for how to resolve root causes to establish reliability and scale.

9 min read
TECHNOLOGY Data Lineage: What ItIs, Why It Matters, andHow to Implement It atScale. Comprehensive data managementinfrastructure and data lineage overview… 01 Pilot 02 Team 03 Org 04 Scale DATA LINEAGE
Insights · May 8, 2026

Data Lineage: What It Is, Why It Matters, and How to Implement It at Scale

Comprehensive data management infrastructure and data lineage overview that explains why it’s essential, how to apply it, as well as how to grow it.

10 min read
TECHNOLOGY From Data Warehouse toData Lakehouse:Migration Guide forEnterprise Teams. Get step-by-step guidelines on how toimplement a Data Lake House as your… MODEL DEPLOY MONITOR ITERATE DATA
Insights · May 8, 2026

From Data Warehouse to Data Lakehouse: Migration Guide for Enterprise Teams

Get step-by-step guidelines on how to implement a Data Lake House as your Enterprise Data Architecture by moving from a Data Warehouse to a Lake House.

7 min read
TECHNOLOGY Data InfrastructureAudit: 12 Signs YourStack Is Slowing DownYour AI Roadmap. Uncover the 12 reasons your datainfrastructure is holding back your… DESIGN SHIP OBSERVE REFINE DATA
Insights · May 8, 2026

Data Infrastructure Audit: 12 Signs Your Stack Is Slowing Down Your AI Roadmap

Uncover the 12 reasons your data infrastructure is holding back your ability to grow AI and how to fix these issues before they hurt your roadmap.

9 min read
TECHNOLOGY Data InfrastructureCompliance: SOC 2, GDPR,HIPAA - What EngineeringTeams Need to Build. Your guide to compliance and security ofyour data infrastructure in 2026, how to… STRATEGY DELIVERY GOVERNANCE SCALE DATAINFRASTRUCTURE
Insights · May 8, 2026

Data Infrastructure Compliance: SOC 2, GDPR, HIPAA - What Engineering Teams Need to Build

Your guide to compliance and security of your data infrastructure in 2026, how to create SOC 2, GDPR, and HIPAA compliant systems.

9 min read
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