Tech with Mahdi

The AI job market is shifting fast. Companies aren't hiring "AI engineers" to build separate AI products. They're expecting existing developers to ship AI-enhanced features within current applications. That means you need to understand both traditional software engineering and generative AI-specific challenges.
AWS just announced the Generative AI Developer - Professional certification (beta opens November 18).
What's different: It focuses on production challenges tutorials don't cover—prompt security, RAG architecture, model deployment, and cost optimization.
I broke down what makes this cert different, who should take the beta, and how to prepare 👉 https://techwithmahdi.com/aws-certified-generative-ai-developer-professional/

AWS Launches the AWS Certified Generative AI Developer Professional Certification - Beta Opens November 18 AWS launches the AWS Certified Generative AI Developer Professional Certification (beta Nov 18). Focuses on production challenges: RAG, prompt security, cost optimization & deployment.

A developer woke up to an email: "Your AWS bill: $78,000." He usually paid $200.
I researched cloud billing disasters and found this wasn't unique. Infinite loops costing $10K in 48 hours. Forgotten databases hitting $61K. Leaked credentials causing $45K mining bills. One startup paying $80K monthly for what costs $5K on bare metal.
Cloud promises "pay what you use." But without proper setup, you can scale to unaffordable costs. Cloud provider won't stop you.
These horror stories from across the web show a pattern: most disasters could have been prevented with simple billing alerts and spending limits.
Read more stories: https://techwithmahdi.com/aws-billing-nightmares-real-stories/
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AWS Billing Nightmares: Real Stories of Cloud Bills Gone Horribly Wrong - TechWithMahdi.com Discover real AWS billing nightmares from $10K to millions. Learn from these cloud disasters and how to avoid catastrophic bills with proper configuration.

Did you hear about the Zero Day vulnerability ? Here is a description of the vulnerability ℹ️ and how to mitigate it 🚧.
https://tutoref.com/cve-2021-44228-zero-day-vulnerability/