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Your GPU Is Lying to You About Its Capacity
This article explores why production-grade LLM serving is fundamentally a memory management problem rather than a pure compute pro...
At Petabyte Scale, ML Stops Being About Models
Petabyte-scale ML is won in the data path, not the model table layout, point-in-time feature retrieval, adaptive query planning, v...
Designing Data-Driven Intelligent Systems for Customer Lifecycle Optimization
Lifecycle optimization fails when it maximizes propensity instead of incremental value build event-time features, separate predict...
AI-Powered Business Process Automation From Static Rules to Adaptive Decisioning
Static rules set the boundaries, adaptive models rank within them, workflow executes the winner, and outcome capture feeds the nex...
Applying AI-Driven Decisioning in Pega for Real-Time Customer Personalization
Real-time personalization in Pega works when the channel stays thin, context flows into CDH as predictors, policy defines the safe...
Integrating External ML Models Into Pega Decisioning Systems
External models in Pega CDH work best as specialized scoring components, not decision replacements nail the metadata contract, kee...
You Got the GPUs. Now What?
This article argues that the biggest inefficiencies in AI infrastructure are not caused solely by hardware shortages, but by organ...
How GCP Architects Can Use Generative AI
Generative AI tools like Gemini have genuinely changed where GCP architecture work begins — diagrams, brainstorming, exec presenta...
If Rotating Secrets Requires a Ticket, It’s Not a Process — It’s a Problem
Secrets rotation is often treated as an operational task, but the real issue is lack of control. Long-lived credentials, unclear o...
The Green Dashboard Lie: Why Your AI System Is Failing in Ways You Can't See
Traditional monitoring tells you if your AI system is running. It tells you nothing about whether it's working. This piece introdu...
Weekend Project: I Built a Full MLOps Pipeline for a Credit Scoring Model (And Y...
A small fintech startup was looking for someone to take their credit scoring model and make it production-ready. The project was m...
