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[ARTICLE · art-97804] src=dev.to ↗ pub= topic=artificial-intelligence verified=true sentiment=· neutral

A green pipeline means nothing if your test suite is written to validate its own hallucinations.

Engineer Syed Ahmed Mohi Uddin Hasan argues that AI-generated code should not be validated by AI-written tests, as this creates a false sense of correctness. He advocates for a spec-first test-driven development approach to ensure AI engineering produces reliable software.

read1 min views25 publishedAug 15, 2026

The AI Test Illusion Syed Ahmed Mohi Uddin Hasan Syed Ahmed Mohi Uddin Hasan Syed Ahmed Mohi Uddin Hasan Follow Aug 15 The AI Test Illusion

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ai

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programming

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webdev

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productivity 1 reaction Add Comment 2 min read

source & further reading
dev.to — original article Day 21/90: Beyond the Demo: How to Evaluate AI Agent Reliability RAG retrieval benchmarking and optimization Developer Changelog Retrieval with Node.js: Tenant-Isolated Vector Ingestion
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