2025-06-03
How Prompt Complexity Affects GPT-3.5 Mutation Generation Accuracy
GPT-3.5 outperforms other mutation generators in real bug detection, mutation coupling, and semantic similarity; simpler prompts improve generation efficiency.
Comparing Costs, Usability and Results Diversity of Mutation Testing Techniques
This study compares mutation testing methods, showing LLMs generate more diverse mutations but at higher cost and slower speed, while traditional methods are faster with better usability.
Experiment Design and Metrics for Mutation Testing with LLMs
This study defines cost, usability, and behavior metrics to evaluate LLM-generated Java mutations and describes experimental settings for testing their effectiveness.
Using LLMs to Mutate Java Code
This study evaluates how various LLMs generate Java code mutations through carefully designed prompts, comparing open and closed-source models for mutation testing.
We Designed a Study to See If AI Can Imitate Real Software Bugs
The study evaluates LLMs like GPT-4 and CodeLlama for mutation testing using real Java bugs. It defines 5 research questions and leverages Defects4J and ConDefects datasets.
Mutation Testing with GPT and CodeLlama
Traditional mutation testing is evolvingâthis section reviews how LLMs like GPT-4 and CodeLlama generate high-utility, cost-effective, and natural code mutations.
Study Finds AI Code Mutations Help Developers Catch Bugs Faster
This study shows that GPT-4 and other LLMs can generate diverse, fault-revealing code mutations in Java, outperforming traditional mutation testing tools by 18%.
Which inbox?
Itâs easier than ever to fall into an inbox mindset. There are things to do, and we do them. Inbox zero is the unattainable goal that fills our days. But...
How Coral Protocol Is Building the Internet of Agents
Coral Protocol co-founders dive into agent composability, interoperability, and the Internet of Agents. A must-read for AI and Web3 builders.
What Happens When AI Starts Paying for Its Own GPU?
AI is evolving from assistant to economic agent; those who adapt early and leverage this shift will gain a significant edge in global markets.
The TechBeat: Zero-Knowledge, Zero Limits: The Vision Behind Aleo's New Blockchain Paradigm (6/3/2025)
How are you, hacker? đȘWant to know what's trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set...
The Double Life of a TensorFlow Function
This guide demystifies TensorFlowâs tf.functionâa tool that transforms Python code into performant, portable dataflow graphsâcovering tracing, usage, and debugging.
Improve Your Relationship with Your Board
A strong CEO-board relationship isnât built simply on the volume of communicationâitâs built on better timing and structure of those interactions. When you manage each touchpoint with the board with...
Why Every Web3 App Needs In-App Crypto Swaps (and How to Add Them in 15 Minutes)
In-app swaps are a must-have for any Web3 app that is serious about staying competitive. Users want to exchange tokens directly within dApps and decentralized wallets. Users who performed native...
Today's Wordle answer for Tuesday, June 3
Get all the help you need with today's Wordle.
Mastering the Cloud: A Strategic Roadmap to Financial Innovation
Sheetal Anand Tigadikar offers a structured approach to mastering cloud technologies for enterprise financial transformation. The authorâs insights provide a detailed guide for professionals navigating this complex terrain. The journey...
â Apple Appeals EUâs March Ruling on âInteroperabilityâ Requirements Under the DMA
https://9to5mac.com/2025/06/02/apple-eu-interoperability-appeal/
Notes on dynamism, power, & virtue
Published on June 3, 2025 1:40 AM GMTThis is very rough â it's functionally a collection of links/notes/excerpts that feel related. I donât think what Iâm sharing is in a...
Trends â Artificial Intelligence
Published on June 3, 2025 12:48 AM GMTMay 30, 2025 Mary Meeker / Jay Simons / Daegwon Chae / Alexander Krey BOND Discuss
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