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⚡ AI Lessons

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Every AWS Complaint is an Unwritten Invariant
Turning practitioner rants about cloud security into machine-checkable controls — a worked example

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Your CI Pipeline Has a Security Gap That Isn't a Vulnerability
CI/CD security checks your code. Nobody checks the configuration your code deploys into. That gap caused 19% of documented cloud breaches.

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Your Docs are Outdated. You Just Don't Know Which Ones.
Most projects discover stale documentation when a user reports it. By then the doc has been wrong for months. The fix is an explicit dependency map between code

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Where Stave Gets it Wrong
Seven structural limitations of configuration verification that no engineering effort can fix and what to use instead for each one

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Cloud Security Tool Does Not Have to Guess.
Most cloud security tools infer intent from configuration. This is guessing. There's a different model: declare intent, then deterministically check config agai

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Meta Almost Solved Config Safety at Machine Speed
Meta's config change safety architecture — canary deployments, progressive rollouts, health checks that catch regressions across billions of users is the most b

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Cloud Computing is Missing One Component. Everyone Builds the Wrong Five.
Cloud has engines (Lambda, Kubernetes), transmission (CI/CD, IaC), and tools (APIs, admission controllers). What it's missing is the control unit — the part tha

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
$5.4 Billion in Damage. 8.5 Million Machines Down. Three YAML Controls Would Have Prevented It. Here's the Structural Analysis.
The CrowdStrike July 2024 outage — the largest IT incident in history — wasn't caused by a bug. It was caused by a MISSING INVARIANT. The bug (out-of-bounds mem

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
The contract is the interface: agent-driven Steampipe Stave in one command
Wiring a new infrastructure source into a security policy engine used to mean writing a custom extractor. We replaced it with a YAML contract per asset type and

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Visual Regression Testing for CLIs with VHS
How to use Charm's VHS to create GIF-based visual regression tests for your CLI's terminal output —...

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Your Go Golden Tests Don't Need to Regenerate Everything
A practical pattern for targeted golden file regeneration in Go projects — from minutes to 0.27...

Dev.to · Bala Paranj
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
Every scanner checks what exists. Nobody checks what's missing
When cloud resources are deleted, the references to them persist — in IAM policies, event triggers,...
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