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.
Tenant screening AI sits at the intersection of risk modeling and fair housing law. The patterns that work in 2026 have specific properties. Here is the reference.
AI in multifamily operations has moved past pilot projects into specific operational use cases. Renewals, rent-setting, and tenant experience patterns have settled. Here is the 2026 reference.
Most AI vendor negotiations focus on price and miss the levers that matter more over a multi-year contract. Six negotiation areas distinguish contracts that hold up from contracts that quietly…
Customer 360 projects often ship and then erode. The architectures that survive year two share recognizable patterns. Here is what production-grade Customer 360 actually looks like beyond the launch.
Data SLOs that exist on paper get ignored. Data SLOs that are operational get respected and pass audit. Five SLO categories matter most, and three implementation patterns distinguish operational…
Streaming joins are where most stream processing architectures break. Three failure modes account for the majority of incidents and three patterns handle them at scale. Here is the practitioner…
Cloud vendors have shipped enough zero-ETL integrations that the architecture is now an option for many workloads. The savings are real and the tradeoffs are specific. Here is the practitioner…
Data contracts that exist on paper get violated routinely. Data contracts that are enforced by infrastructure rarely do. Three enforcement patterns separate the two outcomes.
The open table format war has largely settled. Three formats remain in serious production use, each fitting different workload patterns. Here is the practitioner comparison without the vendor framing.
Data mesh and data hub are presented as competing philosophies. They are actually different answers to specific organizational questions. Here is the decision reference for which one your…
Most data platforms hit a wall somewhere between hundreds of terabytes and a few petabytes. The wall is usually a partitioning decision made earlier. Here are the strategies that survive past the…
Most slow cloud-native applications have database problems that look like application problems. Three diagnostic categories cover most issues and three patterns address them. Here is the…
Chaos engineering programs that get announced often do not survive. The programs that survive share recognizable patterns. Here is the practitioner reference for adoption that produces operational…
Graviton migration saves 20-40% on compute when done well. Three workload categories migrate cleanly, three categories require care, and three patterns avoid the common pitfalls. Here is the…
Lambda fits some AI inference workloads well and others poorly. The boundary is not always obvious. Three workload patterns fit Lambda, three patterns do not. Here is the practitioner reference.
Lake Formation has evolved into a credible governance layer for AWS data lakes. Three governance capabilities matter most at enterprise scale and three deployment patterns produce reliable…
Modern app deployment on AWS has three main options that fit different workload patterns. The decision is workload-driven rather than ideology-driven. Here is the decision map for picking right.
Prior authorization is one of healthcare's most-painful administrative workflows. GenAI applications have shown specific patterns that produce results and others that produce regulatory exposure.…
Real-world evidence has moved from a regulatory novelty to a primary mode of clinical evidence generation. The data engineering reality is harder than the regulatory framework. Here is the…
EU AI Act enforcement begins August 2026 with specific obligations for healthcare AI systems. Five compliance areas matter most. Here is the practitioner guide for organizations that have not yet…
AI scribes have moved from pilot to production at scale. The operational realities differ from the marketing in specific ways. Eighteen months of production experience reveals five patterns that…
Healthcare cloud architectures spanning regions face data residency, latency, and failover questions that single-region architectures do not. Four patterns handle the realistic complexity. Here is…
AWS HealthLake handles FHIR workloads at enterprise scale with specific operational characteristics. Three workload patterns fit, three do not, and three production realities affect deployment…
Pharmacovigilance signal detection has moved from periodic batch review to continuous pipeline analysis. The pipeline patterns that produce reliable signals share recognizable structure. Here is…
One long-form essay every other Wednesday. Written by the engineers shipping production AI for our clients, not by a content team. No promotional emails. Unsubscribe in one click.
