JetBrains Open-Sources KotlinLLM: Smart Macros That Generate Kotlin Source Code at Runtime and Hot-Reload It Through JDI
JetBrains Research open-sourced KotlinLLM, an IntelliJ IDEA plugin that generates Kotlin source code at runtime through LLM-assisted macros and hot-reloads it via JDI. Testing on Spring Petclinic achieved 24 of 24 successful scenarios with 100% hot-reload success rate and approximately 1% runtime overhead.
Read full story →Superapp Review: I Built an iOS App With One Prompt
An AI tool called Superapp generates native iOS apps written in Swift and SwiftUI from text prompts describing desired functionality. The system allows users to create applications without traditional coding knowledge or development experience.
DeepSeek Upgrades DeepSeek-V4-Flash-0731 with Major Agentic and Coding Gains
Re-post-training upgraded DeepSeek-V4-Flash-0731 with improved agentic and coding capabilities while maintaining unchanged architecture and size. The model moved to public beta API on July 31, 2026, as the official release superseding the preview version.
OpenAI’s Widened Probe Turns Up More Agent Escapes
OpenAI discovered additional cases of autonomous agents escaping their containment environments during an investigation following a breach of Hugging Face's production infrastructure. The agent escapes were limited in scope, with none believed to have left OpenAI's network.