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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.

19 essays
AI AGENTS Data Contracts inPractice: How TeamsActually Ship Them. Learn how to ship Data Contracts inpractice in 2026: schema, semantics… DESIGN SHIP OBSERVE REFINE DATA
Insights · May 13, 2026

Data Contracts in Practice: How Teams Actually Ship Them

Learn how to ship Data Contracts in practice in 2026: schema, semantics, freshness, quality SLOs, CI/CD testing, and governance.

12 min read
AI AGENTS Agentic AI in theEnterprise: WhichWorkflows Actually PayOff First?. Learn which Agentic AI Enterpriseworkflows actually pay off first in… PLAN BUILD MEASURE IMPROVE 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
AI AGENTS Guardrails for AgenticAI: How to Ship AgentsThat Don't Go Off theRails. Learn the production guardrails everyAgentic AI program needs in 2026: tool… STRATEGY DELIVERY GOVERNANCE SCALE GUARDRAILSAGENTIC
Insights · May 12, 2026

Guardrails for Agentic AI: How to Ship Agents That Don't Go Off the Rails

Learn the production guardrails every Agentic AI program needs in 2026: tool controls, output validation, kill switches, audit trail, HITL.

11 min read
AI AGENTS Developing an Agentic AISystem: A 6-PhaseDelivery Blueprint. Learn how to develop an Agentic AISystem in 2026 with a six-phase… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · May 12, 2026

Developing an Agentic AI System: A 6-Phase Delivery Blueprint

Learn how to develop an Agentic AI System in 2026 with a six-phase blueprint covering workflow, tools, eval, rollout, and operating model.

12 min read
AI AGENTS Agentic AI SystemsExplained: From SingleAgent to Multi-AgentArchitectures. Learn Agentic AI Systems Concepts in2026: single vs. multi-agent, tool… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · May 12, 2026

Agentic AI Systems Explained: From Single Agent to Multi-Agent Architectures

Learn Agentic AI Systems Concepts in 2026: single vs. multi-agent, tool surface, autonomy, and the controls every production agent needs.

12 min read
AI AGENTS AI Agent ROI andExecutive Strategy:Modeling Impact andBuilding an AI-First…. Learn how to model AI agent ROI, justifyinvestment to executives, and build a… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 9, 2026

AI Agent ROI and Executive Strategy: Modeling Impact and Building an AI-First Advantage

Learn how to model AI agent ROI, justify investment to executives, and build a sustainable AI-first strategy that delivers productivity, efficiency, and long-term advantage.

8 min read
AI AGENTS Scaling AI Agents AcrossEngineeringOrganizations: OperatingModels and AI-First Team…. Learn how to scale AI agents acrossengineering teams, integrate them into… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Mar 9, 2026

Scaling AI Agents Across Engineering Organizations: Operating Models and AI-First Team Architecture

Learn how to scale AI agents across engineering teams, integrate them into workflows, and build AI-first operating models for modern software organizations.

8 min read
AI AGENTS AI Agent DeploymentModels: Cloud vs Hybridvs On-PremInfrastructure for…. Explore AI agent deployment modelsincluding cloud, hybrid, and on-premise… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Mar 9, 2026

AI Agent Deployment Models: Cloud vs Hybrid vs On-Prem Infrastructure for Scaling Agentic Systems

Explore AI agent deployment models including cloud, hybrid, and on-premise infrastructure. Learn how to scale agentic systems with the right strategy for security, latency, and cost.

8 min read
AI AGENTS AI Agent Security &Governance: Risk Models,Guardrails, Compliance,and AI Security Posture…. Learn how to secure AI agents with riskmodels, guardrails, governance… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Mar 9, 2026

AI Agent Security & Governance: Risk Models, Guardrails, Compliance, and AI Security Posture Management

Learn how to secure AI agents with risk models, guardrails, governance frameworks, compliance strategies, and AI Security Posture Management for enterprise systems.

9 min read
AI AGENTS What Is an AI Agent?Definitions, Types,ArchitectureFoundations, and What…. Learn what AI agents are, how they work,their architecture, and types. A… 01 Ad hoc 02 Managed 03 Defined 04 Optimized AI AGENT
Insights · Mar 9, 2026

What Is an AI Agent? Definitions, Types, Architecture Foundations, and What Actually Changes for CTOs

Learn what AI agents are, how they work, their architecture, and types. A practical guide for CTOs to understand agentic AI systems and real-world applications.

8 min read
AI AGENTS Real-World AI Agent UseCases in SoftwareEngineering: From CodeReviews to Autonomous…. Explore real-world AI agent use cases insoftware engineering, from code reviews… ARCHITECTURE SECURITY RELIABILITY COST REAL WORLD
Insights · Mar 6, 2026

Real-World AI Agent Use Cases in Software Engineering: From Code Reviews to Autonomous DevOps

Explore real-world AI agent use cases in software engineering, from code reviews and debugging to DevOps automation and infrastructure monitoring.

8 min read
AI AGENTS AI Agent Frameworks andPlatforms: HowEngineering Teams BuildProduction-Ready Agent…. Explore AI agent frameworks andplatforms like LangChain and AutoGen to… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 6, 2026

AI Agent Frameworks and Platforms: How Engineering Teams Build Production-Ready Agent Systems

Explore AI agent frameworks and platforms like LangChain and AutoGen to build scalable, reliable, and production-ready agent systems.

7 min read
AI AGENTS The Future of AgenticSoftware Systems: How AIAgents Will ReshapeEngineering…. Explore how AI agents will transformengineering teams, workflows, and… DISCOVERY DESIGN DELIVERY SCALE
Insights · Mar 6, 2026

The Future of Agentic Software Systems: How AI Agents Will Reshape Engineering Organizations

Explore how AI agents will transform engineering teams, workflows, and software systems with agentic infrastructure and multi-agent ecosystems.

10 min read
AI AGENTS The AI Agent Stack:Infrastructure, Models,Memory, andOrchestration Explained. Learn the AI agent stack, includingmodels, memory, orchestration, and… MODEL DEPLOY MONITOR ITERATE AI
Insights · Mar 6, 2026

The AI Agent Stack: Infrastructure, Models, Memory, and Orchestration Explained

Learn the AI agent stack, including models, memory, orchestration, and infrastructure, to build scalable and reliable agent systems.

8 min read
AI AGENTS AI Agents for EnterpriseOperations: TransformingIncident Response,Infrastructure…. Discover how AI agents transformenterprise operations, incident… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 6, 2026

AI Agents for Enterprise Operations: Transforming Incident Response, Infrastructure Monitoring, and Business Workflows

Discover how AI agents transform enterprise operations, incident response, infrastructure monitoring, and DevOps workflows for faster resolution.

10 min read
AI AGENTS AI Agents vs AIAssistants vsAutomation: What CTOsShould Actually Deploy. Understand the difference between AIagents, AI assistants, and automation… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Mar 6, 2026

AI Agents vs AI Assistants vs Automation: What CTOs Should Actually Deploy

Understand the difference between AI agents, AI assistants, and automation, and how CTOs can choose the right approach for engineering systems.

8 min read
AI AGENTS AI Agent Architecturefor Enterprises:Designing Scalable,Reliable, and Governed…. Learn how to design scalable, reliable,and governed AI agent architectures for… STRATEGY DELIVERY GOVERNANCE SCALE AI AGENT
Insights · Mar 6, 2026

AI Agent Architecture for Enterprises: Designing Scalable, Reliable, and Governed Agent Systems

Learn how to design scalable, reliable, and governed AI agent architectures for enterprise systems, including orchestration, memory, and security.

9 min read
AI AGENTS How to Build Your FirstAI Agent for SoftwareEngineering: AStep-by-Step…. Learn how to build an AI agent forsoftware engineering with a step-by-step… PLAN BUILD MEASURE IMPROVE BUILD
Insights · Mar 6, 2026

How to Build Your First AI Agent for Software Engineering: A Step-by-Step Architecture Guide

Learn how to build an AI agent for software engineering with a step-by-step guide covering architecture, tools, orchestration, and deployment.

8 min read
AI AGENTS AI Agents for CTOs:Architecture,Reliability Engineering,Governance, and the…. A CTO guide to AI agents coveringarchitecture, governance, security… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Mar 2, 2026

AI Agents for CTOs: Architecture, Reliability Engineering, Governance, and the Structural Redesign of Modern Software Systems

A CTO guide to AI agents covering architecture, governance, security, reliability engineering, deployment strategy, and how agentic systems reshape modern software infrastructure.

10 min read
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