๐ฐ ProgramBench, an AI project, aims to rebuild programs from scratch using language models, potentially revolutionizing software development and programming education.
๐ https://arxiv.org/abs/2605.03546
#Tech #Dev
ProgramBench: Can Language Models Rebuild Programs From Scratch?
Turning ideas into full software projects from scratch has become a popular use case for language models. Agents are being deployed to seed, maintain, and grow codebases over extended periods with minimal human oversight. Such settings require models to make high-level software architecture decisions. However, existing benchmarks measure focused, limited tasks such as fixing a single bug or developing a single, specified feature. We therefore introduce ProgramBench to measure the ability of software engineering agents to develop software holisitically. In ProgramBench, given only a program and its documentation, agents must architect and implement a codebase that matches the reference executable's behavior. End-to-end behavioral tests are generated via agent-driven fuzzing, enabling evaluation without prescribing implementation structure. Our 200 tasks range from compact CLI tools to widely used software such as FFmpeg, SQLite, and the PHP interpreter. We evaluate 9 LMs and find that none fully resolve any task, with the best model passing 95\% of tests on only 3\% of tasks. Models favor monolithic, single-file implementations that diverge sharply from human-written code.
๐ฐ A 4-bit CPU named TD4 has been built by Jayakody2000lk, showcasing progress in microprocessor development.
๐ https://jayakody2000lk.blogspot.com/2026/05/building-td4-4-bit-cpu.html
#Tech #Dev
Building the TD4 4-Bit CPU
This blog contains electronics, amateur radio and computer-related open source projects which I did in my free time.
๐ฐ Diskless Linux booting with ZFS, iSCSI, and PXE is a significant advancement in server virtualization technology, offering improved performance and scalability for data centers.
๐ https://aniket.foo/posts/20260505-netboot/
#Tech #Dev
Diskless Linux boot using ZFS, iSCSI & PXE
Diskless Linux Boot
๐ฐ SQLite, a widely used open-source database management system, has been recommended by the Library of Congress as an efficient and reliable storage format for digital archives and historical records.
๐ https://sqlite.org/locrsf.html
#Tech #Dev
LoC Recommended Storage Format
๐ฐ A developer created an open-source JavaScript library and sold it for $350K using dual licensing, generating significant revenue from its widespread adoption.
๐ https://www.paritydeals.com/blog/monetize-open-source-dual-licensing/
#Tech #Dev
How I made over $300K from a simple open-source side project using dual licensing.
In the last three years, I made over $300K from a simple JavaScript library called lightGallery using dual licensing. Here is everything you need to know about monetizing your open-source project using dual licensing.
I wonder what delightful notification I have in my #StackOverflow inb-- oh...
#webdev #dev #development
๐ฐ PHP-fts is a full-text search engine written in pure PHP without requiring any extensions, offering an alternative to traditional database-based solutions for text indexing and searching.
๐ https://github.com/olivier-ls/php-fts
#Tech #Dev
GitHub - olivier-ls/php-fts: A self-contained full-text search engine in pure PHP. No extensions, no dependencies.
A self-contained full-text search engine in pure PHP. No extensions, no dependencies. - olivier-ls/php-fts
๐ฐ Google Cloud has introduced a new fraud defense system called reCAPTCHA, which aims to enhance security by identifying and preventing fraudulent activities through advanced machine learning techniques.
๐ https://cloud.google.com/blog/products/identity-security/introducing-google-cloud-fraud-defense-the-next-evolution-of-recaptcha/
#Tech #Dev
Introducing Google Cloud Fraud Defense, the next evolution of reCAPTCHA | Google Cloud Blog
Today at Next โ26, weโre launching Google Cloud Fraud Defense, the trust platform for the agentic web and the next evolution of reCAPTCHA.
๐ฐ A new study explores the mathematical properties of diffusion models in machine learning, focusing on their integral representation and potential applications in data analysis and artificial intelligence.
๐ https://sander.ai/2026/05/06/flow-maps.html
#Tech #Dev
Learning the integral of a diffusion model
A deep dive on flow maps.
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