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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.

1464 essays
TECHNOLOGY Agentic AIPlatforms: What CTOsMust Know in 2025. Discover how agentic AI platforms arereshaping engineering velocity… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Sep 19, 2025

Agentic AI Platforms: What CTOs Must Know in 2025

Discover how agentic AI platforms are reshaping engineering velocity, compliance, and scaling in 2025. A must-read for CTOs and tech leaders.

4 min read
TECHNOLOGY Can AI Fix the Buildvs Buy Dilemma forScaling Teams?. Learn how AI reshapes the build vs buydecision for scaling engineering teams… CAN AI /BUYDILEMMA Can AI Best fit for your caseSimpler to operateLower switching cost Buy Dilemma Added complexityHeavier toolingSteeper learning curve
Insights · Sep 10, 2025

Can AI Fix the Build vs Buy Dilemma for Scaling Teams?

Learn how AI reshapes the build vs buy decision for scaling engineering teams. Explore cost, velocity, and risk tradeoffs with AI-augmented development.

4 min read
TECHNOLOGY What Does AI GovernanceLook Like Inside aHigh-VelocityEngineering Org?. Learn how AI governance works insidehigh-velocity engineering orgs. Explore… STRATEGY DELIVERY GOVERNANCE SCALE AIGOVERNANCE
Insights · Sep 10, 2025

What Does AI Governance Look Like Inside a High-Velocity Engineering Org?

Learn how AI governance works inside high-velocity engineering orgs. Explore frameworks, risks, and best practices for scaling AI adoption safely.

3 min read
TECHNOLOGY Future of SRE:Self-HealingSystems. Explore how SRE changes when AI agentsself-heal most systems. Learn new… 01 Pilot 02 Team 03 Org 04 Scale FUTURE SRE
Insights · Sep 10, 2025

Future of SRE: Self-Healing Systems

Explore how SRE changes when AI agents self-heal most systems. Learn new responsibilities, risks, and future roles for reliability engineers.

4 min read
TECHNOLOGY Are AI-AugmentedEngineering TeamsChanging What InvestorsLook For?. Learn how AI-augmented engineering teamsare changing investor expectations… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Sep 10, 2025

Are AI-Augmented Engineering Teams Changing What Investors Look For?

Learn how AI-augmented engineering teams are changing investor expectations. Explore what VCs and boards now prioritize in product companies.

4 min read
TECHNOLOGY Will CTO Dashboards Needa Redesign for theAI-Augmented Era?. Learn why CTO dashboards must beredesigned for AI-augmented engineering… WILL CTO DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 10, 2025

Will CTO Dashboards Need a Redesign for the AI-Augmented Era?

Learn why CTO dashboards must be redesigned for AI-augmented engineering. Explore new metrics, governance, and best practices for tech leaders.

3 min read
TECHNOLOGY How Does ObservabilityChange When Half of YourIncidents Are Fixed byAgents?. Learn how observability evolves when AIagents resolve half your incidents… OBSERVABILITYCHANGE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 10, 2025

How Does Observability Change When Half of Your Incidents Are Fixed by Agents?

Learn how observability evolves when AI agents resolve half your incidents. Explore new metrics, governance, and best practices.

4 min read
TECHNOLOGY What New ComplianceRisks Do AI-GeneratedFeatures Introduce?. Discover the new compliance risksintroduced by AI-generated features and… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 10, 2025

What New Compliance Risks Do AI-Generated Features Introduce?

Discover the new compliance risks introduced by AI-generated features and how to mitigate them. A guide for CTOs and engineering leaders.

4 min read
TECHNOLOGY Can Multi-AgentArchitectures ReplaceTraditional DevOps?. Explore whether multi-agentarchitectures can replace traditional… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights · Sep 10, 2025

Can Multi-Agent Architectures Replace Traditional DevOps?

Explore whether multi-agent architectures can replace traditional DevOps. Learn benefits, risks, and future trends in AI-augmented delivery.

4 min read
TECHNOLOGY How Do You PreventAI-Augmented Teams fromCreating More Tech Debt?. Learn how to prevent AI-augmentedengineering teams from creating more… PREVENT AI DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Sep 10, 2025

How Do You Prevent AI-Augmented Teams from Creating More Tech Debt?

Learn how to prevent AI-augmented engineering teams from creating more technical debt. Explore governance, best practices, and ROI frameworks.

4 min read
TECHNOLOGY AI-First QA: How TestingChanges When AI WritesMore Code. Explore whether AI-first QA marks theend of manual testing. Learn benefits… 01 Ad hoc 02 Managed 03 Defined 04 Optimized AI FIRST
Insights · Sep 10, 2025

AI-First QA: How Testing Changes When AI Writes More Code

Explore whether AI-first QA marks the end of manual testing. Learn benefits, risks, and best practices for building AI-augmented quality assurance teams.

4 min read
TECHNOLOGY Which EngineeringMetrics Survive When AIHandles Half theWorkflow?. Learn which engineering metrics remainrelevant when AI handles half the… MODEL DEPLOY MONITOR ITERATE WHICH
Insights · Sep 10, 2025

Which Engineering Metrics Survive When AI Handles Half the Workflow?

Learn which engineering metrics remain relevant when AI handles half the workflow. Explore how to adapt measurement for AI-augmented teams.

5 min read
TECHNOLOGY How Do You Audit ShadowAI Projects Before TheyBecome a Liability?. Learn how to audit shadow AI projectsbefore they harm compliance, security… MODEL DEPLOY MONITOR ITERATE AUDIT
Insights · Sep 10, 2025

How Do You Audit Shadow AI Projects Before They Become a Liability?

Learn how to audit shadow AI projects before they harm compliance, security, or budgets. Explore best practices for CTOs and engineering leaders.

4 min read
TECHNOLOGY How to Right-Size LLMConsumption WithoutSlowing Product Teams?. Learn how to optimize LLM usage withoutslowing product teams. Explore cost… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Sep 10, 2025

How to Right-Size LLM Consumption Without Slowing Product Teams?

Learn how to optimize LLM usage without slowing product teams. Explore cost levers, performance tradeoffs, and AI-first engineering practices.

4 min read
TECHNOLOGY Why Some GenAI PilotsShow No ROI and How toAvoid That Trap?. Many GenAI pilots fail to generate ROI.Learn the common pitfalls and strategies… DESIGN SHIP OBSERVE REFINE SOME
Insights · Sep 10, 2025

Why Some GenAI Pilots Show No ROI and How to Avoid That Trap?

Many GenAI pilots fail to generate ROI. Learn the common pitfalls and strategies to design successful AI pilots that scale.

4 min read
TECHNOLOGY Showback or Chargeback:What’s Working forEngineeringAccountability?. How engineering leaders use showback andchargeback to control cloud spend and… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Sep 10, 2025

Showback or Chargeback: What’s Working for Engineering Accountability?

How engineering leaders use showback and chargeback to control cloud spend and drive team accountability.

4 min read
TECHNOLOGY Cloud Cost Leversfor AI (2025). Discover the top cloud cost levers forAI workloads in 2025. Learn how to… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 10, 2025

Cloud Cost Levers for AI (2025)

Discover the top cloud cost levers for AI workloads in 2025. Learn how to manage GPU costs, storage, and inference efficiency with FinOps and AI agents.

4 min read
TECHNOLOGY Can AI AgentsFinally Make FinOpsReal-Time?. Discover how AI agents enable real-timeFinOps. Learn benefits, risks, and best… DESIGN SHIP OBSERVE REFINE CAN
Insights · Sep 10, 2025

Can AI Agents Finally Make FinOps Real-Time?

Discover how AI agents enable real-time FinOps. Learn benefits, risks, and best practices for cloud cost optimization in 2025.

4 min read
TECHNOLOGY What Incident ResponsePatterns Work WhenAutonomous Agents CanChange Prod?. Learn the best incident responsepatterns when autonomous AI agents can… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 9, 2025

What Incident Response Patterns Work When Autonomous Agents Can Change Prod?

Learn the best incident response patterns when autonomous AI agents can make changes in production. Explore governance, risks, and strategies for tech leaders.

4 min read
TECHNOLOGY How Do You MeasureDelivery When AI IsWriting the Tests?. Learn how to measure software deliveryperformance when AI writes your tests… MODEL DEPLOY MONITOR ITERATE MEASURE
Insights · Sep 9, 2025

How Do You Measure Delivery When AI Is Writing the Tests?

Learn how to measure software delivery performance when AI writes your tests. Explore impacts on DORA metrics, quality, and engineering velocity.

5 min read
TECHNOLOGY Should You Move fromMicroservices to aModular Monolith (WithAI in the Loop)?. Learn when to migrate from microservicesto a modular monolith using AI-assisted… MODEL DEPLOY MONITOR ITERATE SHOULD
Insights · Sep 9, 2025

Should You Move from Microservices to a Modular Monolith (With AI in the Loop)?

Learn when to migrate from microservices to a modular monolith using AI-assisted engineering. Explore benefits, risks, and best practices for scaling product platforms.

5 min read
TECHNOLOGY How Do You RedesignCI/CD forMulti-AgentWorkflows?. Learn how to adapt CI/CD pipelines formulti-agent workflows. Explore… PLAN BUILD MEASURE IMPROVE REDESIGN
Insights · Sep 9, 2025

How Do You Redesign CI/CD for Multi-Agent Workflows?

Learn how to adapt CI/CD pipelines for multi-agent workflows. Explore architecture patterns, risks, and best practices for engineering leaders.

4 min read
TECHNOLOGY What Does ‘AI-Native’Platform EngineeringLook Like in 2025?. Explore how AI-native platformengineering is redefining DevOps and… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 9, 2025

What Does ‘AI-Native’ Platform Engineering Look Like in 2025?

Explore how AI-native platform engineering is redefining DevOps and developer experience in 2025. Learn trends, use cases, and best practices for scaling product teams.

5 min read
TECHNOLOGY Which Engineering TasksShould You AutomateFirst with AI (and Whichto Avoid)?. Learn which engineering tasks deliverthe highest ROI when automated with AI… WHICHENGINEERING DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 9, 2025

Which Engineering Tasks Should You Automate First with AI (and Which to Avoid)?

Learn which engineering tasks deliver the highest ROI when automated with AI, and which tasks are risky. A practical guide for CTOs and senior engineering leaders.

5 min read
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