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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.

30 essays
QUALITY ENGINEERING A Buyer's Guide toRed-teaming AIproducts. A Buyer's Guide to Red-teaming AIproducts helps CISO / VP Security… 01 Scope 02 Build 03 Launch 04 Iterate
Insights ·

A Buyer's Guide to Red-teaming AI products

A Buyer's Guide to Red-teaming AI products helps CISO / VP Security leaders connect threat model, attack scenarios, system boundaries, control verification, and remediation and retest to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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QUALITY ENGINEERING Hallucinationdetection UnderAudit. Hallucination detection Under Audithelps AI leaders connect evidence… PLAN BUILD MEASURE IMPROVE HALLUCINA…
Insights ·

Hallucination detection Under Audit

Hallucination detection Under Audit helps AI leaders connect evidence, controls, ownership, failure handling, and production decisions to measurable risk. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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QUALITY ENGINEERING A Buyer's Guideto Groundednessscoring. A Buyer's Guide to Groundedness scoringhelps CTO / Head of AI leaders connect… 01 Assess 02 Design 03 Ship 04 Operate
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A Buyer's Guide to Groundedness scoring

A Buyer's Guide to Groundedness scoring helps CTO / Head of AI leaders connect claim extraction, evidence retrieval, support judgement, aggregation policy, and threshold and review to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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QUALITY ENGINEERING A Buyer's Guide toShadow deploymentfor models. A Buyer's Guide to Shadow deployment formodels helps CTO / Head of AI leaders… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 BUYER SHADOW
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A Buyer's Guide to Shadow deployment for models

A Buyer's Guide to Shadow deployment for models helps CTO / Head of AI leaders connect traffic mirroring, input parity, output capture, comparison metrics, and privacy and cost controls to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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QUALITY ENGINEERING Synthetic test datageneration UnderAudit. Synthetic test data generation UnderAudit helps teams connect evidence… 01 Pilot 02 Team 03 Org 04 Scale SYNTHETIC TEST
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Synthetic test data generation Under Audit

Synthetic test data generation Under Audit helps teams connect evidence, controls, ownership, failure handling, and production decisions to measurable risk. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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QUALITY ENGINEERING A Buyer's Guide toAcceptance criteria forprobabilistic output. A Buyer's Guide to Acceptance criteriafor probabilistic output helps CTO /… 01 Assess 02 Design 03 Ship 04 Operate
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A Buyer's Guide to Acceptance criteria for probabilistic output

A Buyer's Guide to Acceptance criteria for probabilistic output helps CTO / Head of AI leaders connect task definition, quality dimensions, tolerance bands, failure taxonomy, and escalation and release gates to reliable production outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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