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validate.py — Run pytest + ruff + ba...
validate.py — Run pytest + ruff + bandit on any Python project. AI can write code. This checks if the code is worth shipping. 1#!/usr/bin/env python32"""3validate.py — Run quality gates on any Python project directory.45AI can write code. This checks if the code is worth shipping. -
The Orchestration Gap — why AI codin...
The Orchestration Gap — why AI coding tools create a productivity illusion, and what's actually missing 1# The Orchestration Gap23> AI can generate code. But generating code isn't shipping software.45A Fortune 500 firm declared their engineers "ten times more productive" after adopting AI coding assistants. Code output tripled. PR volume shot up 60%. The CTO presented the numbers to the board. They revised headcount downward.
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Hands-on response to CVE-2025-1974 i...
Hands-on response to CVE-2025-1974 in ingress-nginx — secure upgrade from unmanaged to Helm-managed controller in a live Kubernetes cluster. 1# 🛡️ CVE-2025-1974 — Ingress-nginx Critical Vulnerability Remediation23> This is a personal log of how I secured my Kubernetes cluster from one of the most critical ingress-nginx CVEs disclosed in 2025.45## 🧠 The Story
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