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When LLMs Invent Rust Crates: An Empirical Study of Hallucination Patterns and Mitigation

Announce Type: new Abstract: Large Language Models (LLMs) have become powerful tools for code generation, yet they remain prone to hallucinations-producing plausible but incorrect or fabricated outputs. Among these, package hallucination, where an LLM suggests non-existent dependencies, poses an emerging security risk to the software supply chain. While previous studies focus on popular languages like Python or JavaScript, in this work we present the first large-scale empirical study on...

arXiv CS 1d ago

SQLite is all you need for durable workflows

Here is the summary: SQLite is a powerful and versatile database that can be used for durable workflows. It is a self-contained, serverless, and zero-configuration database that can be easily embedded into applications. SQLite is also highly reliable and can handle large amounts of data. It is a great choice for applications that require durable workflows, such as data processing, analytics, and machine learning. SQLite is also easy to use and can be integrated with other technologies, such as Python and JavaScript. With its powerful features and ease of use, SQLite is an ideal choice for durable workflows. ## Welcome to [Stack Overflow](https://stackoverflow.com/) This is a Q&A forum for computer programming. The [automatic community-generated FAQ](https://meta.stackexchange.com/questions/7931/faq-proposed-faq-for-stack-exchange-sites) has answers to many common questions. Read the [tour](https://stackoverflow.com/tour) to learn more about us. Some questions to help you get started: * [What is Stack Overflow?](https://meta.stackexchange.com/questions/92107/what-is-stack-overflow) * [How do I ask a good question?](https://stackoverflow.com/help/how-to-ask) * [How to create a Minimal, Complete, and Verifiable example

Hacker News 11d ago

Running Python code in a sandbox with MicroPython and WASM

Running Python code in a sandbox with MicroPython and WASM 6th June 2026 I’ve been experimenting with different approaches to running code in a sandbox for several years now, but my latest attempt feels like it might finally have all of the characteristics I’ve been looking for. I’ve released it as an alpha package called micropython-wasm, and I’m using it for a code execution sandbox plugin for Datasette Agent called datasette-agent-micropython. - Why do I want a sandbox? -

Hacker News 3d ago

MOLOT System Card: Malicious Operational Logic Observation Transformer

arXiv:2606.07792v1 Announce Type: new Abstract: MOLOT (Malicious Operational Logic Observation Transformer) is a static malicious-code detection system designed for SAST setup where package metadata, maintainer history, and dynamic execution traces may be unavailable or unreliable. The system represents source code as behavior sequences derived from static call graphs, includes an explanation stage that ranks suspicious behavior activities and maps them back to source-code locations.

arXiv CS 1d ago

Learn from Your Mistakes: Tree-like Self-Play for Secure Code LLMs

arXiv:2606.03489v1 Announce Type: new Abstract: While Large Language Models (LLMs) excel in code generation, they remain prone to replicating subtle yet critical vulnerabilities endemic to their training data. Current alignment techniques, such as Supervised Fine-Tuning (SFT) and Reinforcement Learning (RL), typically apply coarse-grained optimization at the sequence level. This approach often fails to address the localized nature of security flaws, where a single incorrect token choice can...

arXiv CS 7d ago

Norks blast 250+ fake job offers to developers over 6 weeks to try and snarf creds and crypto

There's another likely North Korean-linked scam hitting developers and their employers, while snarfing up credentials and cryptocurrency - and this one doesn't even involve embedding IT workers at high-profile tech giants. A previously unseen phishing crew, suspected to have DPRK ties, sent more than 250 emails to people working in almost 100 organizations, mostly based in the US, over six weeks in April and May. According to security sleuths, it is yet another digital-heist attempt designed...

The Register 1d ago

Miasma worms its way onto GitHub as attack kit goes open source

As if the Miasma situation weren't bad enough, now this weapon is spreading like wildfire. Someone open sourced the entire Miasma worm supply-chain attack toolkit, likely using previously compromised developers' accounts to publish GitHub repositories containing the self-spreading malware’s source code over the last 24 hours. SafeDep, a company focused on open source supply chain security that developed Package Management Guard (PMG), spotted the malicious repos, named...

The Register 19h ago

Shantell Sans

The Story of Shantell Sans Shantell Sans mixes variable axes for Weight, Italic, Informality, and Bounce to deliver a wide array of font styles, from friendly, readable, everyday typographic workhorses to striking, high-energy, experimental styles meant especially for animation. This is the story behind its inspiration and creation. Shantell Martin, Artist One of my first relationships with words was back in elementary school.

Hacker News 10d ago