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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.

12 essays
PLATFORM ENGINEERING A Buyer's Guideto GPU capacityplanning. A Buyer's Guide to GPU capacity planninghelps VP Engineering / Head of… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
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A Buyer's Guide to GPU capacity planning

A Buyer's Guide to GPU capacity planning helps VP Engineering / Head of Infrastructure leaders connect demand model, model footprint, concurrency profile, headroom policy, and procurement and fallback to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toInfrastructure ascode for ML. A Buyer's Guide to Infrastructure ascode for ML helps VP Engineering / Head… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUYER INFRASTRUCTURE
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A Buyer's Guide to Infrastructure as code for ML

A Buyer's Guide to Infrastructure as code for ML helps VP Engineering / Head of Infrastructure leaders connect environment definition, model and data bindings, secrets and identity, promotion workflow, and drift detection to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toGolden paths for AIteams. A Buyer's Guide to Golden paths for AIteams helps VP Engineering / Head of… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
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A Buyer's Guide to Golden paths for AI teams

A Buyer's Guide to Golden paths for AI teams helps VP Engineering / Head of Infrastructure leaders connect reference architecture, self-service tooling, policy guardrails, exception path, and feedback and evolution to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toRate limiting agenttraffic. A Buyer's Guide to Rate limiting agenttraffic helps VP Engineering / Head of… DISCOVERY DESIGN DELIVERY SCALE
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A Buyer's Guide to Rate limiting agent traffic

A Buyer's Guide to Rate limiting agent traffic helps VP Engineering / Head of Infrastructure leaders connect identity and scope, action budgets, burst policy, retry awareness, and escalation and kill switches to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toSelf-healinginfrastructure. A Buyer's Guide to Self-healinginfrastructure helps VP Engineering /… BUYER SELF DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
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A Buyer's Guide to Self-healing infrastructure

A Buyer's Guide to Self-healing infrastructure helps VP Engineering / Head of Infrastructure leaders connect failure detection, diagnosis confidence, remediation action, safety guardrails, and verification and escalation to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guideto Progressivedelivery. A Buyer's Guide to Progressive deliveryhelps VP Engineering / Head of… BUYERPROGRESSIVE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
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A Buyer's Guide to Progressive delivery

A Buyer's Guide to Progressive delivery helps VP Engineering / Head of Infrastructure leaders connect release cohorts, health signals, promotion policy, rollback, and experiment evidence to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toModel servingarchitecture. A Buyer's Guide to Model servingarchitecture helps CTO / Head of AI… ASSESS ADOPT OPTIMIZE GOVERN
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A Buyer's Guide to Model serving architecture

A Buyer's Guide to Model serving architecture helps CTO / Head of AI leaders connect serving topology, model loading, routing, state and caching, and observability and recovery to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toSecrets managementfor agents. A Buyer's Guide to Secrets managementfor agents helps CISO / VP Security… 01 Assess 02 Design 03 Ship 04 Operate
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A Buyer's Guide to Secrets management for agents

A Buyer's Guide to Secrets management for agents helps CISO / VP Security leaders connect workload identity, secret issuance, scope and policy, rotation and revocation, and audit evidence to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toInternal developerplatforms. A Buyer's Guide to Internal developerplatforms helps VP Engineering / Head of… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUYER INTERNAL
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A Buyer's Guide to Internal developer platforms

A Buyer's Guide to Internal developer platforms helps VP Engineering / Head of Infrastructure leaders connect platform products, self-service interfaces, golden paths, policy automation, and platform metrics to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toKubernetesmulti-tenancy. A Buyer's Guide to Kubernetesmulti-tenancy helps VP Engineering /… 01 Ad hoc 02 Managed 03 Defined 04 Optimized BUYER KUBERNETES
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A Buyer's Guide to Kubernetes multi-tenancy

A Buyer's Guide to Kubernetes multi-tenancy helps VP Engineering / Head of Infrastructure leaders connect tenant boundary, resource isolation, network policy, identity and secrets, and operational blast radius to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guide toService mesh for AIworkloads. A Buyer's Guide to Service mesh for AIworkloads helps VP Engineering / Head of… BUYERSERVICE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
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A Buyer's Guide to Service mesh for AI workloads

A Buyer's Guide to Service mesh for AI workloads helps VP Engineering / Head of Infrastructure leaders connect workload identity, traffic policy, retries and timeouts, observability, and failure isolation to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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PLATFORM ENGINEERING A Buyer's Guideto Inferenceautoscaling. A Buyer's Guide to Inference autoscalinghelps VP Engineering / Head of… PEOPLE PROCESS PLATFORM PRACTICE BUYERINFERENCE
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A Buyer's Guide to Inference autoscaling

A Buyer's Guide to Inference autoscaling helps VP Engineering / Head of Infrastructure leaders connect scaling signal, warm capacity, queue policy, scale-up mechanics, and scale-down safety to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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