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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.

1714 essays
INSIGHTS Rolling Forecasts:Planning at theSpeed of theBusiness. Rolling Forecasts helps finance leadersconnect cadence design, effort per… PLAN BUILD MEASURE IMPROVE ROLLING
Insights · Sep 3, 2026

Rolling Forecasts: Planning at the Speed of the Business

Rolling Forecasts helps finance leaders connect cadence design, effort per cycle, decision alignment, target separation, and horizon choice to forecasting that informs decisions instead of consuming the calendar. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY AI in FP&A: WhatFinance TeamsActually AutomateFirst. AI in FP&A helps finance leaders connectdata preparation, variance explanation… STRATEGY DELIVERY GOVERNANCE SCALE AI FP&A
Insights · Sep 3, 2026

AI in FP&A: What Finance Teams Actually Automate First

AI in FP&A helps finance leaders connect data preparation, variance explanation, forecast support, reporting production, and audit expectations to the tasks that automate first and the ones that do not. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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INSIGHTS AI IncidentResponse: A Runbookfor ModelMisbehavior. AI Incident Response helps enterpriseleaders connect detection, rollback… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Sep 3, 2026

AI Incident Response: A Runbook for Model Misbehavior

AI Incident Response helps enterprise leaders connect detection, rollback options, blast radius assessment, affected-output remediation, and communication to handling model failures that produced outputs rather than outages. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Context Engineering:Feeding Models theRight World. Context Engineering helps enterpriseleaders connect retrieval selection… CONTEXTENGINEERING DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 3, 2026

Context Engineering: Feeding Models the Right World

Context Engineering helps enterprise leaders connect retrieval selection, context ordering, token budgets, staleness, and conflict handling to what the model actually receives at inference. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Voice AI in Operations:The First Line, Not theLast Resort. Voice AI in Operations helps enterpriseleaders connect latency tolerance… VOICE AI DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Sep 3, 2026

Voice AI in Operations: The First Line, Not the Last Resort

Voice AI in Operations helps enterprise leaders connect latency tolerance, interruption handling, transcription error consequence, escalation design, and accent coverage to voice that works on a real call. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Multimodal AI:Enterprise Use CasesThat Justify the Cost. Multimodal AI helps enterprise leadersconnect modality necessity, cost per… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Sep 3, 2026

Multimodal AI: Enterprise Use Cases That Justify the Cost

Multimodal AI helps enterprise leaders connect modality necessity, cost per input, verification difficulty, storage implications, and use case selection to deployments where images and audio earn their expense. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Reasoning Models:When AI Shows ItsWork. Reasoning Models helps enterpriseleaders connect visible reasoning… STRATEGY DELIVERY GOVERNANCE SCALE REASONINGMODELS
Insights · Sep 3, 2026

Reasoning Models: When AI Shows Its Work

Reasoning Models helps enterprise leaders connect visible reasoning, latency and cost trade-offs, verification value, task suitability, and trust calibration to knowing when the extra thinking is worth paying for. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY AI Customer Service:Automation That KnowsWhen to Hand Off. AI Customer Service helps enterpriseleaders connect handoff triggers… PLAN BUILD MEASURE IMPROVE AI
Insights · Sep 3, 2026

AI Customer Service: Automation That Knows When to Hand Off

AI Customer Service helps enterprise leaders connect handoff triggers, context transfer, containment metrics, emotional signal, and agent experience to automation that resolves rather than delays. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Entity Resolution: TheUnsexy Problem BehindEvery Clean Dataset. Entity Resolution helps enterpriseleaders connect match thresholds, error… ENTITYRESOLUTION DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Sep 3, 2026

Entity Resolution: The Unsexy Problem Behind Every Clean Dataset

Entity Resolution helps enterprise leaders connect match thresholds, error asymmetry, survivorship rules, reversibility, and downstream consumption to identity decisions that can be corrected. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY AI Fraud Detection:Catching More WhileExplaining Why. AI Fraud Detection helps enterpriseleaders connect detection thresholds… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Sep 3, 2026

AI Fraud Detection: Catching More While Explaining Why

AI Fraud Detection helps enterprise leaders connect detection thresholds, false positive cost, adverse action explanation, label delay, and adversarial drift to models that catch more without becoming unexplainable. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.

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TECHNOLOGY Self-ServiceInfrastructurefor Fintech. In fintech, self-service can't mean afree-for-all. Guardrails must enforce… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 SELF SERVICE
Insights · Aug 13, 2026

Self-Service Infrastructure for Fintech

In fintech, self-service can't mean a free-for-all. Guardrails must enforce compliance and security at provision time, so teams move fast without creating regulatory risk.

13 min read↗
TECHNOLOGY Self-ServiceInfrastructure forTechnology & SaaS. In a fast-scaling SaaS org, a platformteam approving every provision is the… SELFSERVICE DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Aug 13, 2026

Self-Service Infrastructure for Technology & SaaS

In a fast-scaling SaaS org, a platform team approving every provision is the bottleneck. Self-service with guardrails lets product teams move at their own speed, safely.

14 min read↗
TECHNOLOGY Platform EngineeringMetrics forTechnology & SaaS. A SaaS platform serving thirty teamscan't be run on intuition. The metrics… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Aug 13, 2026

Platform Engineering Metrics for Technology & SaaS

A SaaS platform serving thirty teams can't be run on intuition. The metrics that prove it pays: adoption per team, DX, DORA flow, reliability, and cost per team.

13 min read↗
TECHNOLOGY PlatformEngineering ROIfor Retail. A retail CFO funds platform work onnumbers tied to peak-season resilience… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Aug 13, 2026

Platform Engineering ROI for Retail

A retail CFO funds platform work on numbers tied to peak-season resilience, conversion, and margin. The ROI that lands: uptime during peaks, faster delivery, cost per order.

14 min read↗
TECHNOLOGY PlatformEngineering ROIfor Fintech. A fintech CFO funds platform work onnumbers, and in fintech the biggest… DESIGN SHIP OBSERVE REFINE PLATFORM
Insights · Aug 13, 2026

Platform Engineering ROI for Fintech

A fintech CFO funds platform work on numbers, and in fintech the biggest numbers are risk reduced and compliance cost avoided, not just engineering time saved.

14 min read↗
TECHNOLOGY Platform EngineeringROI for Technology &SaaS. A SaaS CFO funds platform investment onnumbers, not developer happiness. The… 100% EFFORT MIX Planning 32% Delivery 26% Testing 24% Support 18%
Insights · Aug 12, 2026

Platform Engineering ROI for Technology & SaaS

A SaaS CFO funds platform investment on numbers, not developer happiness. The ROI that convinces: engineering time redeployed to product, faster delivery, lower churn risk.

13 min read↗
TECHNOLOGY Platform as aProduct forEnergy. Energy platforms serve grid-critical,safety-sensitive systems. Run the… 01 Pilot 02 Team 03 Org 04 Scale PLATFORM PRODUCT
Insights · Aug 12, 2026

Platform as a Product for Energy

Energy platforms serve grid-critical, safety-sensitive systems. Run the internal platform as a product, and reliability and compliance improve because teams actually adopt it.

14 min read↗
TECHNOLOGY Platform as aProduct forTechnology & SaaS. A SaaS internal platform that ships onceand is handed over becomes shelfware… PLATFORMPRODUCT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Aug 12, 2026

Platform as a Product for Technology & SaaS

A SaaS internal platform that ships once and is handed over becomes shelfware. Run it as a product with engineers as customers, and it keeps thirty teams fast.

14 min read↗
TECHNOLOGY Self-ServiceInfrastructure forHealthcare. In healthcare, self-serviceinfrastructure must enforce PHI… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Aug 12, 2026

Self-Service Infrastructure for Healthcare

In healthcare, self-service infrastructure must enforce PHI protection and HIPAA controls at provision time, so teams move fast without ever exposing patient data.

14 min read↗
TECHNOLOGY EphemeralEnvironments forTechnology & SaaS. In a SaaS org with many teams shippingconstantly, one shared staging is a… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 EPHEMERAL ENVIRONMENTS
Insights · Aug 12, 2026

Ephemeral Environments for Technology & SaaS

In a SaaS org with many teams shipping constantly, one shared staging is a permanent bottleneck. Ephemeral environments give every change its own, ending contention.

14 min read↗
TECHNOLOGY Project Scaffoldingfor Technology &SaaS. In a SaaS org spinning up servicesconstantly, standards published as docs… DISCOVERY DESIGN DELIVERY SCALE
Insights · Aug 12, 2026

Project Scaffolding for Technology & SaaS

In a SaaS org spinning up services constantly, standards published as docs drift into hundreds of snowflakes. Scaffolding bakes them in at creation, so every service starts compliant.

14 min read↗
TECHNOLOGY Policy as Codefor Healthcare. In healthcare, manual review to enforceHIPAA and PHI controls is slow and… PLAN BUILD MEASURE IMPROVE POLICY
Insights · Aug 12, 2026

Policy as Code for Healthcare

In healthcare, manual review to enforce HIPAA and PHI controls is slow and misses things. Policy as code enforces patient-data rules automatically in the pipeline.

14 min read↗
TECHNOLOGY Policy as Codefor Fintech. In fintech, manual compliance review isa slow bottleneck that still lets… 01 Level 1 02 Level 2 03 Level 3 04 Level 4 POLICY CODE
Insights · Aug 12, 2026

Policy as Code for Fintech

In fintech, manual compliance review is a slow bottleneck that still lets violations through. Policy as code enforces regulatory controls automatically in the pipeline.

14 min read↗
TECHNOLOGY Developer OnboardingAutomation forTechnology & SaaS. In a fast-hiring SaaS org, every newengineer losing two weeks to setup is a… 01 Scope 02 Build 03 Launch 04 Iterate
Insights · Aug 11, 2026

Developer Onboarding Automation for Technology & SaaS

In a fast-hiring SaaS org, every new engineer losing two weeks to setup is a recurring tax at scale. Onboarding automation gets them to first commit on day one.

15 min read↗
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