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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.

13 essays
ARTIFICIAL INTELLIGENCE Human-in-the-LoopArchitectures forEnterprise Agentic AI. Learn Human-in-the-Loop Agentic AIArchitecture in 2026: design patterns… MODEL DEPLOY MONITOR ITERATE HUMAN
Insights · May 12, 2026

Human-in-the-Loop Architectures for Enterprise Agentic AI

Learn Human-in-the-Loop Agentic AI Architecture in 2026: design patterns, escalation rules, audit trails, and the operating model that turns HITL into a feature.

12 min read
ARTIFICIAL INTELLIGENCE Responsible AI: WhatBoards Are ActuallyAsking CTOs in 2026. Learn what Responsible AI looks like in2026, the questions boards are asking… RESPONSIBLEAI DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · May 12, 2026

Responsible AI: What Boards Are Actually Asking CTOs in 2026

Learn what Responsible AI looks like in 2026, the questions boards are asking CTOs, the controls that hold up under audit, and FAQs.

12 min read
ARTIFICIAL INTELLIGENCE AI Optimization:Squeezing 40%+ Cost andLatency Out ofProduction Models. Learn AI Optimization Concepts in 2026to cut cost and latency from production… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · May 12, 2026

AI Optimization: Squeezing 40%+ Cost and Latency Out of Production Models

Learn AI Optimization Concepts in 2026 to cut cost and latency from production models. Architecture, levers, real-world examples, and FAQs.

13 min read
ARTIFICIAL INTELLIGENCE AI Integration IntoLegacy Systems: A FieldGuide for EnterpriseTeams. Learn AI Integration Into Legacy Systemsin 2026: data plumbing, identity, change… PEOPLE PROCESS PLATFORM PRACTICE AIINTEGRATION
Insights · May 12, 2026

AI Integration Into Legacy Systems: A Field Guide for Enterprise Teams

Learn AI Integration Into Legacy Systems in 2026: data plumbing, identity, change management, and failure handling. Written for VPs of Engineering.

12 min read
ARTIFICIAL INTELLIGENCE The AI ReliabilityProblem: Why Your ModelWorks in the Demo andFails in Production. Learn the AI Reliability Problem in2026: why models pass eval and fail in… 01 Assess 02 Design 03 Ship 04 Operate
Insights · May 12, 2026

The AI Reliability Problem: Why Your Model Works in the Demo and Fails in Production

Learn the AI Reliability Problem in 2026: why models pass eval and fail in production, the four reliability dimensions that matter, and the playbook that turns fragile prototypes into platforms.

12 min read
ARTIFICIAL INTELLIGENCE AI Governance FrameworksThat Actually Work inRegulated Industries. Learn AI Governance Frameworks forregulated industries in 2026: layered… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · May 12, 2026

AI Governance Frameworks That Actually Work in Regulated Industries

Learn AI Governance Frameworks for regulated industries in 2026: layered controls, evidence design, and operating cadence. Written for Chief Risk Officers.

11 min read
ARTIFICIAL INTELLIGENCE The 7 Reasons CorporateAI Implementations Fail(and How to Avoid Them). Learn why corporate AI Implementationprograms fail in 2026, the 7 failure… REASONSCORPORATE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · May 11, 2026

The 7 Reasons Corporate AI Implementations Fail (and How to Avoid Them)

Learn why corporate AI Implementation programs fail in 2026, the 7 failure modes worth naming, and the remediation path for each. Written for VPs of Engineering.

13 min read
ARTIFICIAL INTELLIGENCE What Production-Grade AIImplementation ActuallyLooks Like in 2026. Learn AI Implementation Concepts in 2026and how to use Architecture, Tools, and… PRODUCTIONGRADE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · May 11, 2026

What Production-Grade AI Implementation Actually Looks Like in 2026

Learn AI Implementation Concepts in 2026 and how to use Architecture, Tools, and Best Practices to Ship Production-Grade AI Systems.

13 min read
TECHNOLOGY Data Quality Frameworks:How Leading EngineeringTeams Measure andMonitorMeta Title. How the best engineering teams createframeworks for measuring, monitoring… DESIGN SHIP OBSERVE REFINE DATA
Insights · Apr 28, 2026

Data Quality Frameworks: How Leading Engineering Teams Measure and MonitorMeta Title

How the best engineering teams create frameworks for measuring, monitoring, and improving quality of large amounts of data.

8 min read
ARTIFICIAL INTELLIGENCE Building DataInfrastructure for AI:The Engineering Playbookfor 2026Untitled…. Build an effective foundation for yourAI by learning about how to develop a… PLAN BUILD MEASURE IMPROVE BUILDING
Insights · Apr 28, 2026

Building Data Infrastructure for AI: The Engineering Playbook for 2026Untitled document

Build an effective foundation for your AI by learning about how to develop a proper data infrastructure in 2026. This guide covers architectural considerations, compliance obligations, and several…

8 min read
ARTIFICIAL INTELLIGENCE Cloud DataInfrastructure: How toBuild a ScalableFoundation for AI. Design a data infrastructure for your AIby looking at cloud data infrastructure… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Apr 21, 2026

Cloud Data Infrastructure: How to Build a Scalable Foundation for AI

Design a data infrastructure for your AI by looking at cloud data infrastructure, its components, best practice examples, cloud cost reduction, key questions when selecting a solution, and the…

6 min read
ARTIFICIAL INTELLIGENCE Data Architecture BestPractices for AI-FirstEngineering Teams. Explore the best ways to create moderndata for AI-first teams using proven… MODEL DEPLOY MONITOR ITERATE DATA
Insights · Apr 21, 2026

Data Architecture Best Practices for AI-First Engineering Teams

Explore the best ways to create modern data for AI-first teams using proven design principles, tools, and new strategies to handle large datasets.

7 min read
ARTIFICIAL INTELLIGENCE AI Agents in SoftwareDevelopment: From Promptto Production. Learn how AI agents transform softwaredevelopment, DevOps, and code… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Mar 6, 2026

AI Agents in Software Development: From Prompt to Production

Learn how AI agents transform software development, DevOps, and code generation, and how to deploy them safely in production environments.

7 min read
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