AI & Machine Learning
LLM Deployment Services: A Buyer's Guide for CTOs
What LLM deployment services should cover: serving, autoscaling, gateways, evaluation, security and cost control, plus the deliverables to insist on.
15 October 20268 min read
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All articlesTag
Machine Learning
10 Machine Learning articles on production outcomes, with lessons from real enterprise projects. Read the guides that fit your next decision.
AI & Machine Learning
Cut LLM Inference Latency Without a Model Upgrade
Where the time really goes in a slow enterprise support copilot, and the architectural changes that fix it without a frontier model upgrade.
23 June 20269 min read
Software Development
AI Coding Agents for Enterprise Engineering
A practitioner's guide to deploying AI coding agents in enterprise engineering: governance, review patterns, ROI math, and the failure modes nobody talks about.
28 April 20269 min read
Software Development
MLOps CI/CD Consulting: How We Build ML Pipelines
Looking to hire MLOps or CI/CD help? Scalexa, behind 500+ projects, builds ML pipelines, validation gates, and automated delivery for AI systems.
18 March 202610 min read
Software Development
Running ML Workloads on Kubernetes: A Practical Guide
How to configure Kubernetes for machine learning: GPU scheduling, resource management, model serving, and common pitfalls from real production deployments.
14 March 202612 min read
AI & Machine Learning
Enterprise LLM Fine-Tuning: When It Beats RAG
Should your enterprise fine-tune an LLM or use RAG? A practical decision framework, the hidden costs and five production patterns from real deployments.
3 March 202611 min read
AI Strategy
Why Enterprise AI Projects Fail and How to Avoid It
85% of enterprise AI projects fail. We dissect the 5 root causes — poor data quality, missing MLOps, wrong team structure — and how to prevent each one.
26 February 20269 min read
AI & Machine Learning
How to Deliver a Production ML System in 6 Weeks
A week-by-week plan for taking a machine learning system from concept to production in six weeks, with an illustrative logistics example.
12 February 20268 min read
Software Development
Data Engineering for AI: The Foundation Teams Skip
Data engineering is 80% of AI success. Discover how modern lakehouse architectures and feature stores build the foundation for production machine learning.
5 February 20267 min read
Software Development
The Hidden Costs of Technical Debt in AI Systems
Uncover the hidden costs of AI technical debt. Learn how to manage data dependencies, configuration debt, and model drift in enterprise ML systems.
22 January 20267 min read
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