All articles
Evaluate data science teams using a decision ladder covering DS vs. MLE roles, model risk, and real business value.
By Oscar Heredia
14 min read
Enterprise application integration is an architecture decision, not a platform purchase. Choose the right path (ESB, iPaaS, API-led, or event-driven) for the estate you actually have.
By Fernando Ugarte
11 min read
SAP's ECC mainstream maintenance ends in 2027. Here’s how to choose the right S/4HANA migration path (greenfield, brownfield, or hybrid) and avoid the cost of deciding late.
By Fernando Ugarte
14 min read
Why IoT pilots fail at scale and how to prevent reconnect storms, quota overruns, and control-plane outages in large fleets.
By Richard Modad
10 min read
Security leaders explain what deepfakes and over-permissioned AI agents have in common, and what organizations need to fix before either becomes an incident.

By Bob Leibholz
8 min read
Enterprise IoT explained for CTOs: architecture, device management, security, and how IoT systems deliver measurable business value at scale.
By Richard Modad
10 min read
AI-accelerated development compressed the preparation window that long projects provided as a byproduct. Engineering leaders who build a deliberate learning loop into their operations are pulling ahead of those still optimizing build speed.
By Jeff Townes
14 min read
Enterprise AI stalls when organizations solve the technical problems but not the organizational ones. A five-dimension operating model maps where the real friction lives and what it takes to move through it.
By Saurabh Gupta
11 min read
A clinical trial data platform is not one system. Here's how engineering leaders decide what to buy, augment, or build, and why getting it wrong costs millions.
By Nermin Salkic
19 min read
AI clinical decision support systems usually fail at the architecture layer. Here’s why clinicians override most alerts, and what working systems get right.
By Nermin Salkic
18 min read
AI coding tools can expand your attack surface through insecure patterns, hallucinated packages, and weak security context. Here’s how to manage the risk.

By Izcóatl Estañol
13 min read
AI systems fail when specifications capture processes but miss organizational judgment. This article introduces a five-layer framework for ensuring that what your organization actually means survives the trip into production.
By Raghu Punnamraju
9 min read
When AI systems struggle in production, the technology usually isn't the problem; the organization around it is. Four practitioners discuss the operational, architectural, and alignment shifts that close the gap.

By Bob Leibholz
9 min read
Most companies apply AI to reduce headcount before redesigning how work gets done. A role architecture built around AI Product Builders, AI Operators, and governance ownership changes the equation.
By Krishna Vedula
10 min read
Software testing strategies are often misunderstood and misinterpreted, even by industry veterans. This is how good testing strategies can help engineering teams and leadership save time and stay aligned.
By Michelle Bowman
13 min read












