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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.

18 essays
CLOUD & DEVOPS A Buyer'S Guideto Private ModelHosting. A Buyer's Guide to Private model hostinghelps VP Engineering / Head of… 01 Discover 02 Prototype 03 Harden 04 Roll out
Insights ·

A Buyer'S Guide to Private Model Hosting

A Buyer's Guide to Private model hosting helps VP Engineering / Head of Infrastructure leaders connect security boundary, serving runtime, model lifecycle, capacity model, and operational controls to reliable operating outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS What Inference CostAttribution ActuallyCosts. What Inference cost attribution ActuallyCosts shows the engineering, control… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights ·

What Inference Cost Attribution Actually Costs

What Inference cost attribution Actually Costs shows the engineering, control, change, and risk costs hidden beyond the headline price at enterprise scale. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS What FinOps for AIWorkloads ActuallyCosts. What FinOps for AI workloads ActuallyCosts explains the engineering, control… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights ·

What FinOps for AI Workloads Actually Costs

What FinOps for AI workloads Actually Costs explains the engineering, control, change, and risk costs behind the first implementation across production AI. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS Edge InferenceUnder Audit. Edge inference Under Audit helpsengineering leaders connect devices… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights ·

Edge Inference Under Audit

Edge inference Under Audit helps engineering leaders connect devices, egress, updates, fallback, and evidence to defensible local inference in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS A Buyer'S Guide toDisaster Recoveryfor Model Services. A Buyer's Guide to Disaster recovery formodel services helps VP Engineering /… PEOPLE PROCESS PLATFORM PRACTICE BUYERDISASTER
Insights ·

A Buyer'S Guide to Disaster Recovery for Model Services

A Buyer's Guide to Disaster recovery for model services helps VP Engineering / Head of Infrastructure leaders connect recovery objectives, model and artefact replication, dependency recovery, traffic failover, and validation and failback to reliable operating outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS What DisasterRecovery for ModelServices ActuallyCosts. What Disaster recovery for modelservices Actually Costs helps leaders… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights ·

What Disaster Recovery for Model Services Actually Costs

What Disaster recovery for model services Actually Costs helps leaders see the engineering, control, change, and risk costs behind the first implementation. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS Consent andPreference DataUnder Audit. Consent and preference data Under Audithelps data leaders connect purpose… ARCHITECTURE SECURITY RELIABILITY COST CONSENTPREFERENCE
Insights ·

Consent and Preference Data Under Audit

Consent and preference data Under Audit helps data leaders connect purpose, versions, propagation, deletes, and evidence to defensible preference enforcement. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS Disaster Recoveryfor Model ServicesUnder Audit. Disaster recovery for model servicesUnder Audit helps platform leaders… 01 Scope 02 Build 03 Launch 04 Iterate
Insights ·

Disaster Recovery for Model Services Under Audit

Disaster recovery for model services Under Audit helps platform leaders connect RTO, RPO, failover, artefacts, and tests to defensible model recovery. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS What Private ModelHosting ActuallyCosts. What Private model hosting ActuallyCosts helps leaders see the engineering… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights ·

What Private Model Hosting Actually Costs

What Private model hosting Actually Costs helps leaders see the engineering, control, change, and risk costs behind the first implementation in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS Data CataloguesUnder Audit. Data catalogues Under Audit helps dataleaders connect owners, definitions… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights ·

Data Catalogues Under Audit

Data catalogues Under Audit helps data leaders connect owners, definitions, freshness, usage, and evidence to defensible metadata governance in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS What Reserved VersusOn-Demand ComputeActually Costs. What Reserved versus on-demand computeActually Costs shows the engineering… WHATRESERVED /ON-DEMAND… What Reserved Best fit for your caseSimpler to operateLower switching cost On-Demand Compute Added complexityHeavier toolingSteeper learning curve
Insights ·

What Reserved Versus On-Demand Compute Actually Costs

What Reserved versus on-demand compute Actually Costs shows the engineering, control, change, and risk costs hidden beyond the headline price in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS Customer 360ArchitectureUnder Audit. Customer 360 architecture Under Audithelps data leaders connect identity… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights ·

Customer 360 Architecture Under Audit

Customer 360 architecture Under Audit helps data leaders connect identity, sources, conflicts, freshness, and lineage to defensible customer profiles. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS A Buyer'S Guide toInference CostAttribution. A Buyer's Guide to Inference costattribution helps VP Engineering / Head… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights ·

A Buyer'S Guide to Inference Cost Attribution

A Buyer's Guide to Inference cost attribution helps VP Engineering / Head of Infrastructure leaders connect request identity, usage metering, cost model, business mapping, and reporting and feedback to reliable operating outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS A Buyer'S Guide toReserved VersusOn-Demand Compute. A Buyer's Guide to Reserved versuson-demand compute helps VP Engineering /… A BUYER'S/ON-DEMAND… A Buyer'S Best fit for your caseSimpler to operateLower switching cost On-Demand Compute Added complexityHeavier toolingSteeper learning curve
Insights ·

A Buyer'S Guide to Reserved Versus On-Demand Compute

A Buyer's Guide to Reserved versus on-demand compute helps VP Engineering / Head of Infrastructure leaders connect demand baseline, burst profile, commitment term, capacity flexibility, and review process to reliable operating outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS Reserved VersusOn-Demand ComputeUnder Audit. Reserved versus on-demand compute UnderAudit helps platform leaders connect… RESERVED /ON-DEMANDCOMPUTE Reserved Best fit for your caseSimpler to operateLower switching cost On-Demand Compute Added complexityHeavier toolingSteeper learning curve
Insights ·

Reserved Versus On-Demand Compute Under Audit

Reserved versus on-demand compute Under Audit helps platform leaders connect demand, commitments, utilisation, peaks, and evidence to defensible commitments. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
CLOUD & DEVOPS What EdgeInferenceActually Costs. What Edge inference Actually Costs helpsleaders see the engineering, control… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights ·

What Edge Inference Actually Costs

What Edge inference Actually Costs helps leaders see the engineering, control, change, and risk costs behind the first implementation across production AI. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS Change DataCapture UnderAudit. Change data capture Under Audit helpsdata leaders connect ordering, deletes… PEOPLE PROCESS PLATFORM PRACTICE CHANGE DATA
Insights ·

Change Data Capture Under Audit

Change data capture Under Audit helps data leaders connect ordering, deletes, replays, schemas, and lag to defensible data change propagation in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

16 min read↗
CLOUD & DEVOPS Private ModelHosting UnderAudit. Private model hosting Under Audit helpsplatform leaders connect weights, data… PEOPLE PROCESS PLATFORM PRACTICE PRIVATEMODEL
Insights ·

Private Model Hosting Under Audit

Private model hosting Under Audit helps platform leaders connect weights, data, egress, admins, and updates to defensible private hosting in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

17 min read↗
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