Calvin Hendryx-Parker

The Cloud Security Risks Hiding in Plain SightThe Cloud Security Risks Hiding in Plain Sight
August 24, 2026

The Cloud Security Risks Hiding in Plain Sight

Small access decisions can quietly expand your cloud attack surface, making continuous security controls essential.

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Stop Trying to Make LLMs DeterministicStop Trying to Make LLMs Deterministic
July 15, 2026

Stop Trying to Make LLMs Deterministic

Confident AI answers can hide silent failures, so reliability has to come from the system around the model.

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Why AI Fails Silently and How to Fix ItWhy AI Fails Silently and How to Fix It
May 5, 2026

Why AI Fails Silently and How to Fix It

Most teams don't know what their AI skipped until it's too late, but clause-level chunking, structured criteria, and agentic orchestration can fix that.

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Three Practices That Make AI Adoption WorkThree Practices That Make AI Adoption Work
April 7, 2026

Three Practices That Make AI Adoption Work

Engineering discipline, security rigor, and structured experimentation: three practices that make AI adoption hold up under pressure.

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Battle of the Bots 2.0: Which AI Agent Delivers?Battle of the Bots 2.0: Which AI Agent Delivers?
February 23, 2026

Battle of the Bots 2.0: Which AI Agent Delivers?

Five AI coding tools, two AI engineering leaders, and a practical look at what's worth your team's attention in 2026.

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A CTO’s Guide to AI Coding AssistantsA CTO’s Guide to AI Coding Assistants
November 24, 2025

A CTO’s Guide to AI Coding Assistants

Practical guidance for adopting AI assistants that ship faster, cut risk, and refocus developers.

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The Hidden Cost of Manual DeploymentThe Hidden Cost of Manual Deployment
November 7, 2025

The Hidden Cost of Manual Deployment

Scaf™ standardizes GitOps and Kubernetes so you can replace manual, fragile deployments with a fast, low-risk, repeatable capability.

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What We Love About Python After 25 Years of ConsultingWhat We Love About Python After 25 Years of Consulting
December 18, 2024

What We Love About Python After 25 Years of Consulting

Python has been our top choice for 25 years because it’s simple, versatile, and powerful. It excels in data science, AI, and offers exciting future possibilities.

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Accelerate Developer Productivity with uvxAccelerate Developer Productivity with uvx
November 18, 2024

Accelerate Developer Productivity with uvx

Discover how uvx, a tool for creating temporary Python environments, accelerates developer productivity and streamlines workflows.

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