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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
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
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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.

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CLOUD & DEVOPS Edge inferenceUnder Audit. Edge inference Under Audit helpsengineering leaders connect devices… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
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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.

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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
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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.

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CLOUD & DEVOPS Consent andpreference dataUnder Audit. Consent and preference data Under Audithelps data leaders connect purpose… ARCHITECTURE SECURITY RELIABILITY COST CONSENTPREFERENCE
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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.

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CLOUD & DEVOPS Disaster recoveryfor model servicesUnder Audit. Disaster recovery for model servicesUnder Audit helps platform leaders… 01 Scope 02 Build 03 Launch 04 Iterate
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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.

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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%
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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.

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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%
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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.

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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%
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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.

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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
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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.

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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.

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CLOUD & DEVOPS Change datacapture UnderAudit. Change data capture Under Audit helpsdata leaders connect ordering, deletes… PEOPLE PROCESS PLATFORM PRACTICE CHANGE DATA
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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.

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CLOUD & DEVOPS Private modelhosting UnderAudit. Private model hosting Under Audit helpsplatform leaders connect weights, data… PEOPLE PROCESS PLATFORM PRACTICE PRIVATEMODEL
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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.

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