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property-based testing

4 articles · Page 1 of 1
DeepHub IMBA
DeepHub IMBA
Sep 3, 2026 · Artificial Intelligence

FlashSpec: Adaptive LLM Inference with Speculative Decoding — Six Hard-Won Lessons

FlashSpec implements speculative decoding using GPU-native Triton kernel verification and online bandit-based draft model selection, sharing six practical lessons on specification-first development, hidden temperature bugs, cross-platform packaging pitfalls, kernel performance trade-offs, property-based testing value, and adaptive algorithm prerequisites.

CI/CDLLM inferenceThompson sampling
0 likes · 15 min read
FlashSpec: Adaptive LLM Inference with Speculative Decoding — Six Hard-Won Lessons
FunTester
FunTester
Apr 9, 2026 · Fundamentals

Why Passing Tests Aren’t Proof of Correctness: Dijkstra’s Insight & Modern Strategies

The article explains that a green test run only shows the absence of detected bugs under specific inputs, environments, and assumptions, explores the asymmetry between verification and falsification, discusses the test‑oracle problem, property‑based testing, formal verification, and proposes a risk‑calibrated testing approach.

DijkstraFormal Verificationproperty-based testing
0 likes · 17 min read
Why Passing Tests Aren’t Proof of Correctness: Dijkstra’s Insight & Modern Strategies
Test Development Learning Exchange
Test Development Learning Exchange
Jun 25, 2025 · Backend Development

Boost Your Python Tests with Hypothesis: Property‑Based Testing Made Easy

Learn how to install and use the Hypothesis library for Python to perform property‑based testing, automatically generating diverse inputs, covering edge cases, and enhancing test coverage with examples on arithmetic properties, list sorting, custom strategies, settings, and real‑world scenarios like JSON and URL validation.

HypothesisPythonproperty-based testing
0 likes · 6 min read
Boost Your Python Tests with Hypothesis: Property‑Based Testing Made Easy
MaGe Linux Operations
MaGe Linux Operations
Dec 4, 2020 · Fundamentals

Master Property‑Based Testing in Python with Hypothesis

Learn how to use the Python Hypothesis library for property‑based testing, understand different test levels and methods, and see practical examples—including unit tests for increment/decrement functions and handling edge cases with custom examples—to write more robust, automated tests.

HypothesisPythonproperty-based testing
0 likes · 8 min read
Master Property‑Based Testing in Python with Hypothesis