5 posts
stripe State-of-the-art LLMs can now solve a majority of scoped coding problems, from function implementation to file-level refactoring. But there’s still an unquantified gap between that coding capability and the ability to fully autonomously manage software engineering projects. Real…
airbnb Pay As a Local -- 1 Listen Share How Airbnb rolled out 20+ locally relevant payment methods worldwide in just 14 months By: Gerum Haile, Bo Shi, Yujia Liu, Yanwei Bai, Bo Yuan, Rory MacQueen, Yixia Mao Across the more than 220 global markets that Airbnb operates in, cards are th…
discord Discord’s latest desktop application updates aim to refine the user experience by focusing on both creative efficiency and platform accessibility. By streamlining internal workflows and modernizing core interface components, these changes ensure that the desktop client remains a robust hub for communication and gaming. ### Desktop Interface and Creative Tools * Optimized the emoji creation process to significantly reduce the time required to upload and deploy new custom assets in chat. * Introduced a comprehensive redesign of the Settings page, focusing on improved navigation and a cleaner aesthetic for managing account preferences. ### Ecosystem Integration and Safety * Launched direct integrations with several high-profile PC game titles, allowing for a more seamless connection between active gameplay and Discord's social features. * Expanded the Family Center with new updates specifically designed to provide guardians with better visibility and management tools for teen accounts. Users should take a moment to explore the restructured Settings menu to familiarize themselves with the new layout, ensuring they can easily access the updated safety and integration features.
discord ROOST, a non-profit dedicated to digital safety, has launched two open-source tools, Coop and Osprey, to provide enterprise-grade content moderation and threat investigation capabilities to organizations of all sizes. By open-sourcing technology previously developed by industry leaders like Discord and Cove, ROOST aims to democratize access to the infrastructure required to detect, triage, and respond to online harms. This initiative shifts Trust and Safety from a proprietary competitive advantage to a shared public resource, enabling platforms to prioritize user protection without the burden of expensive enterprise software. ### Content Review and Compliance with Coop Built on technology acquired from Cove and utilized by platforms like Notion, Coop focuses on the human-in-the-loop aspect of content moderation. * The platform provides robust tools for content review, allowing teams to route specific cases to subject-matter experts for deeper analysis. * It includes built-in integration with the National Center for Missing & Exploited Children’s (NCMEC) API, automating the mandatory reporting process for child sexual abuse material (CSAM). * The interface is designed to surface relevant context and metadata, ensuring moderators can make informed decisions and take immediate action against policy violations. ### Incident Response and Investigation with Osprey Osprey is a lightweight investigation tool originally developed by Discord to manage large-scale safety incidents and platform-wide threats. * It serves as a foundation for incident response, helping safety teams understand platform trends and investigate coordinated threats like phishing or harassment campaigns. * The tool is designed to be user-friendly and accessible for grassroots communities while remaining powerful enough for established platforms. * Early adopters, including the decentralized social network Bluesky, are implementing Osprey to demonstrate that effective safety infrastructure can be scalable and resource-efficient. ### A Collaborative Model for Safety Infrastructure The launch of these tools represents a strategic shift toward a collaborative "public-interest" model for digital defense. * ROOST acquired the intellectual property of Cove and received the donation of Osprey from Discord to ensure these tools remain available as a public good. * The initiative is backed by philanthropic funding and legal support from Perkins Coie, removing the financial barriers that often prevent smaller platforms from implementing high-level safety measures. * Major industry players like Notion and Bluesky are championing the move, signaling an industry-wide push to share safety innovations rather than silo them. Platforms and developers should prepare to integrate these tools into their safety stacks as they become publicly available in the coming months. By adopting open-source infrastructure for routine tasks like NCMEC reporting and incident triage, organizations can focus their internal resources on platform-specific innovations while maintaining a high standard of digital safety.
gitlab Published on: March 5, 2026 8 min read Extend GitLab Duo Agent Platform: Connect any tool with MCP Learn how to connect external tools to GitLab Duo Agent Platform using MCP. Step-by-step setup with three practical workflow demos. ai-ml product tutorial Managing software develop…