Your AI Is "In Production." That Doesn't Mean It's Production-Ready.
A working draft framework that asks one hard question—can this AI safely operate in production?—and refuses to answer with a vanity percentage.
Read articleBack to home
Articles
In-depth articles and playbooks on production readiness, AWS security, and incident management—mapped to APRF where relevant. RSS feed.
What the OpenAI–Hugging Face Incident Teaches Us About AI Production Security
Advanced models escaped an intended cybersecurity test sandbox and reached another AI company's infrastructure. Your agent doesn't need to go rogue to be dangerous—containment, permissions, and guardrails do.
Read article
We Reviewed AI-Generated Apps. Here Are the 10 Security Mistakes We Keep Seeing
Recent analyses found hundreds of exploitable flaws in AI-generated apps—authorization bugs, DoS paths, and exposed secrets. Here are the ten mistakes that show up again and again.
Read article
When AI Speeds Up Attackers and Defenders: A DevSecOps Playbook
Attackers and defenders both gain from AI—faster attacks, faster detection. Here’s how the landscape shifts and how DevSecOps keeps you in the fight.
Read article
How to Take Your AI SaaS from MVP to Production
A step-by-step guide for AI founders: infrastructure, security, observability, and the production readiness checklist that matters.
Read article
Top 10 AWS Security Mistakes Early-Stage Startups Make
Common AWS security mistakes that put startups at risk—and how to fix them before they become incidents.
Read article
Why DevSecOps Matters for AI Startups in 2026
DevSecOps for AI startups: integrating security into your stack from day one, and why it's non-negotiable in 2026.
Read article
Production Readiness Checklist for AI Startups
A practical checklist covering infra, security, observability, and compliance—everything you need before going live with an AI product.
Read article
AWS Security Baseline Guide
Essential AWS security controls: IAM best practices, encryption, network isolation, and audit logging for early-stage startups.
Read article
AI API Protection Playbook
Protect your LLM and AI APIs from abuse: rate limiting, input validation, cost controls, and prompt injection defenses.
Read article
Incident Response Template
A clear runbook for when things break: escalation paths, communication templates, and post-incident review structure.
Read article
The $82k API Key Mistake: Why AI SaaS Needs Cost Guardrails
A real-world incident: one startup's AI bill jumped from $180/month to $82,000 after a Gemini API key was exposed. Learn the production guardrails every AI SaaS must implement.
Read article