This article introduces PaperOrchestra, a multi-agent system that transforms raw idea summaries and experimental logs into submission-ready AI research papers using agents for outlining, plotting, literature review, writing, and refinement. It outperforms single-agent and state-of-the-art baselines on PaperWritingBench, a new benchmark of 200 CVPR and ICLR papers, in both literature review and overall manuscript quality.

This article examines how Claude Code constructs its system prompts by analyzing recently leaked source code. It highlights the dynamic nature of these prompts, which are built from various components based on conditional statements. The author also outlines additional elements that contribute to context, like tool definitions and conversation history.

Garry Tan introduces gstack, a toolset designed to streamline software development using AI. By simulating a team of specialized roles, it enables solo developers to ship code faster and more efficiently. The article outlines its features and how it transforms the development process.

The article discusses how the rise of AI tools, particularly LLMs, has affected software engineering and data work. While some engineers are concerned about the declining quality of code, data professionals find value in these tools for generating quick, low-maintenance solutions. It emphasizes the need for careful evaluation of the new data generated by these systems.

An ex-founder of PSPDFKit is innovating in AI-powered developer tools, creating a suite of applications that enhance productivity and streamline workflows for developers. With a focus on rapid prototyping and efficiency, the tools range from command-line interfaces to automation features, all designed to improve coding experiences.

Claude for Healthcare is now available, providing HIPAA-compliant tools for healthcare providers and patients to improve medical processes such as prior authorizations and claims appeals. Additionally, Claude for Life Sciences has expanded its capabilities to better support clinical trial operations and regulatory submissions. These advancements aim to streamline healthcare tasks and enhance the quality of patient care.

A survey of 167 software engineers reveals that while many feel they are keeping pace with AI coding tools, a significant number also express concerns about job security and productivity. The concept of "vibe-coding," popularized by Andrej Karpathy, highlights the changing landscape of software development, where AI assistance is both a boon and a potential hindrance. Engineers report mixed experiences, with some finding increased productivity while others struggle with over-reliance on AI-generated code.

OpenAI is rolling out a new model called GPT-5.2-Codex-Max for subscribers, which enhances the capabilities of its Codex tool. This version improves performance on long tasks, tool use reliability, and understanding of visual content, building on the features introduced in GPT-5.2. Further details about the model are expected to be released soon.

The author explores the concept of "vibe coding," where non-coders use AI tools like Bolt to create applications with minimal technical knowledge. While the process seems accessible and fun, the resulting applications often lack depth and robustness, raising questions about their real-world effectiveness. The journey illustrates both the potential and limitations of such tools in empowering non-technical users.

Livedocs is a collaborative platform that merges the functionality of notebooks with app-building simplicity, ideal for various data tasks such as exploration, analysis, and visualization. It supports powerful AI tools, enabling users to perform advanced analytics, create interactive dashboards, and share insights effortlessly.