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The EdwardsCG blog
Technology ideas.
Business perspective.
Insights and expertise on AWS cost reduction, cloud architecture, cybersecurity, and AI integration for your business.
AI Integration
TypeSafe and Jev: The Engineering Behind AI Built for Decisions
Inside TypeSafe's Jev and the engineering of fast structured decisions with calibrated probabilities and parallel evaluation.
Chris EdwardsSeptember 17, 2026
AI Integration
Microduck: The First AI My Kid Can Actually Watch Learn
Pollen Robotics' $399 Microduck puts real AI in a kid's hands with results they can watch waddle across the floor.
Chris EdwardsAugust 27, 2026
AI Integration
Inkling and Tinker: Custom AI Training Just Became a Business Decision
Thinking Machines' open-weights Inkling model and Tinker training API let you fine-tune AI on your own data and keep the result.
Chris EdwardsAugust 22, 2026
AI Integration
Your Server Problem and Your AI Problem Are the Same Problem
The conversation about private AI keeps turning into a conversation about file storage and backups. Those are not two projects. They are one box in your office.
Chris EdwardsAugust 20, 2026
AI Integration
Using AI at Work Without Sending Your Files Away
Your team can use AI without pasting company documents into a public website. Here is the plain-English version of how that works.
Chris EdwardsAugust 10, 2026
AI Integration
Most Businesses Don't Need a Frontier Model. They Need a Local One.
A 128GB unified memory box handles most small business AI work without sending customer or regulated data to someone else's cloud.
Chris EdwardsJuly 11, 2026
AI Integration
Agents Are Not Magic. They Are Systems.
The useful lesson from frontier agents is not that bigger models solve everything. It is that autonomy needs memory tools boundaries and proof.
Chris EdwardsJuly 3, 2026
AI Integration
Why Is AI Not Running That Yet
A practical methodology for moving AI from demo work into production workflows with automation guardrails proof gates and measurable business value.
Chris EdwardsMay 26, 2026
Cloud Computing
Why Your AWS Bill Keeps Climbing — And What To Do Before It Gets Worse
A rising AWS bill can reveal architecture drift and unclear ownership. Learn to spot waste and build a practical savings plan without risking production.
Chris EdwardsMay 19, 2026
Cybersecurity
Canvas ShinyHunters And The Vendor Risk Behind Finals Week
The Canvas incident is a reminder that school systems depend on vendor security as much as their own controls.
Chris EdwardsMay 8, 2026
AI Integration
AI Weekly: Agents Compute And The New Platform War
A practical read on GPT-5.5 agent platforms compute deals open models AI coding tools and the business risks underneath.
Chris EdwardsApril 27, 2026
Cybersecurity
Your Security Software Is Broken 76 Days a Year
Endpoint security fails 21% of the time. Ransomware is shutting down hospitals. A trusted security scanner was turned into a credential stealer. Here is what March 2026 looked like — and what every organization should do about it.
Chris EdwardsMarch 28, 2026