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Blog
Insights and expertise on AWS cost reduction, cloud architecture, cybersecurity, and AI integration for your business.
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.
Edwards Consulting GroupMay 26, 2026
Cloud Computing
Why Your AWS Bill Keeps Climbing — And What To Do Before It Gets Worse
A high AWS bill is not just a finance problem. It is usually a signal that architecture and ownership have drifted. Here is how to read the warning signs and where CostCut fits.
Edwards Consulting GroupMay 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.
Edwards Consulting GroupMay 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.
Edwards Consulting GroupApril 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.
Edwards Consulting GroupMarch 28, 2026
AI Integration
I Run 10 AI Agents on a $200 Device. Here's How.
A deep dive into building a GPU-first, multi-agent AI architecture on consumer hardware — tiered inference, local vector search, and 10 autonomous agents running 24/7 on 15 watts.
Edwards Consulting GroupMarch 27, 2026
Cloud Computing
AWS Wednesday: S3 Turns 20, Lambda Gets Rust, and Your Cloud Bill Still Has Secrets
Amazon S3 turned 20 this month. Lambda now runs Rust natively. Cerebras landed on Bedrock. Route 53 went global. And somewhere in your account, an abandoned bucket is quietly charging you. Let's talk about all of it.
Edwards Consulting GroupMarch 26, 2026
Cloud Computing
AWS Wednesday: Regional Resilience — Why Your Cloud Strategy Needs a Plan B (and C)
Drone strikes on AWS data centers, S3 turning 20, and the Cerebras partnership — this week proved that cloud resilience isn't optional anymore. Here's what it means for your architecture.
Edwards Consulting GroupMarch 26, 2026
Cloud Computing
The Complete Guide to Reading Your AWS Bill (And Actually Understanding It)
A comprehensive, no-nonsense guide to decoding your AWS bill — from the billing dashboard and Cost Explorer to hidden costs, commitment strategies, and FinOps best practices that actually save money.
Edwards Consulting GroupMarch 25, 2026
AI Integration
AI Monday: GTC Fallout, GPT-5.4 Goes Live, and Claude Drives on Mars
This week in AI: NVIDIA dropped a trillion-dollar bomb at GTC, OpenAI shipped GPT-5.4 with native computer use, Anthropic put Claude on Mars, and the agentic AI era officially kicked off.
Edwards Consulting GroupMarch 24, 2026
Cybersecurity
We Scanned 50 Small Business Websites — Here's What We Found
We ran our automated security scanner against 50 small business websites to see how they measure up. The results were eye-opening — and most of the issues take less than an hour to fix.
Edwards Consulting GroupMarch 22, 2026