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AI Reliability Insights
Practical writing on AI security, evaluation, testing strategy, and building production AI systems that don't fail quietly.
Will AI Replace QA Engineers? I Think We're Asking the Wrong Question.
Companies are using AI as an excuse to cut QA budgets. Some already have. Zillow, Air Canada, Amazon — here's what actually happens when you remove the human function responsible for adversarial thinking.
Read article →Your QA Vendor Sends You a Report Every Friday. You Still Have No Idea Where Quality Stands.
Weekly PDF reports don't give you visibility. They give you a delayed, filtered snapshot that's already out of date by the time you read it. Real transparency looks completely different.
Indirect Prompt Injection: The Attack That Hides Inside Your Data
The most dangerous prompt injection isn't typed by the user. It's hiding inside a document your AI is about to read, a webpage it's about to summarise, or an email it's about to process.
Why QA Outsourcing Fails — And What the 'Senior QA' on Your Project Is Actually Doing
You hired a QA firm with impressive case studies. They assigned a 'senior engineer' to your project. Six months later, you're writing the test cases yourself. Here's why this keeps happening.
Your AI Chatbot Passed QA. It's Still Vulnerable.
It passed functional testing. It passed regression. It handles edge cases gracefully. And a single sentence from a user can make it ignore every instruction you gave it.
The Future of Software Testing: How the QA Landscape Is Being Transformed by AI
AI-powered applications behave probabilistically. The assumptions baked into classical testing no longer hold — and the industry is only just waking up to that.
Prompt Injection: The Security Threat Every AI Team Is Underestimating
It bypasses every firewall you have. It requires no credentials. And most teams shipping LLM features have zero defenses against it.
Chaos Engineering for Startups: You Don't Need Netflix's Budget to Break Things Safely
Chaos engineering has a reputation as an enterprise-only discipline. That reputation is wrong — and it's holding startups back from building resilient systems.
Measuring LLM Quality: A Practitioner's Guide to Evaluation Metrics That Actually Matter
BLEU scores and perplexity tell you almost nothing about whether your LLM is actually good. Here's what to measure instead.
Shift-Left QA in Practice: What It Actually Takes to Embed Quality From Sprint Zero
'Shift left' has been a QA buzzword for a decade. Most teams have no idea what it actually requires to implement it properly.