Tag: #quality
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 4 posts
Property-Based Testing in Practice — Catching the Bugs Examples Cannot
A practice-first guide to property-based testing (PBT), which catches the bugs that example-based tests miss. Covers the core concepts of properties, generators, and shrinking, a pattern catalog for discovering propertie
2026-06-12 · 17 min read #testing#property-based-testing#hypothesis#jqwik#fast-checkHow to Review AI-Generated Code: The Verification Discipline for Agent Output and Filtering 'AI Slop'
When AI writes the code, the bottleneck moves to review. Reviewing a human PR and reviewing agent output are different skills. The characteristic ways AI code is wrong, a verification loop that filters hallucinated APIs
2026-05-14 · 21 min read #code-review#ai-generated-code#verification#ai-slop#qualityComplete Software Testing Guide 2025: TDD, Unit/Integration/E2E Testing, and CI/CD Automation
Everything about software testing! Test pyramid, TDD in practice, unit testing (Jest/pytest/JUnit), integration testing (Testcontainers), E2E (Playwright/Cypress), performance testing (k6), mocking strategies, code cover
2026-03-23 · 21 min read #testing#tdd#unit-test#integration-test#e2eRAGAS Complete Guide: How to Quantitatively Evaluate Your RAG System
Learn to use RAGAS — the gold standard for RAG evaluation — to measure Faithfulness, Answer Relevancy, Context Precision, and Context Recall. Includes complete Python code, automated CI/CD evaluation pipelines, synthetic
2026-03-18 · 9 min read #ragas#rag-evaluation#llm-evaluation#ai-development#quality