discord

Osprey: Open Sourcing our Rule Engine (opens in new tab)

Osprey is an open-source safety rules engine designed to help platforms address emerging threats without the need to build custom security infrastructure from scratch. Developed through a collaboration between industry experts and the internet.dev team, it provides a standardized framework for investigating real-time activities and deploying dynamic safety measures. By using this engine, companies can significantly reduce engineering overhead while maintaining a proactive stance against platform abuse. **The Osprey Safety Rules Engine** * Functions as an open-source toolset aimed at replacing the fragmented, "reinvent the wheel" approach many companies take toward platform safety. * Enables security and moderation teams to monitor live activity streams to identify patterns of misuse as they occur. * Allows for the rapid creation and implementation of dynamic rules, ensuring that safety protocols can evolve alongside shifting threat landscapes. **Streamlining Engineering and Investigation** * Reduces the technical debt typically associated with building and maintaining internal safety tools by providing a pre-built, scalable engine. * Facilitates deep-dive investigations into platform events, allowing teams to react to threats with minimal intervention from core engineering staff. * Promotes a collaborative approach to safety by making the underlying technology accessible to the broader developer community. For organizations looking to strengthen their security posture, Osprey offers a practical alternative to bespoke safety systems. Teams should consider integrating the engine to automate their threat responses and leverage its real-time investigation capabilities to protect their users more efficiently.

discord

Your Discord Checkpoint is Rolling Out! Celebrate What You Did in 2025 (opens in new tab)

Discord has introduced "Discord Checkpoint," the platform’s first comprehensive year-end recap designed to provide users with a personalized summary of their 2025 activity. By analyzing data such as message counts and voice call duration, the feature offers a nostalgic overview of a user's digital footprint and social interactions over the past year. This initiative marks a shift toward data-driven user engagement, rewarding active community members with exclusive digital collectibles based on their usage patterns. **Accessing the Activity Recap** * The feature is rolling out globally over several days and requires users to be on the latest version of the Discord application. * Desktop users can find their recap by clicking the flag icon located in the top-right corner of the interface. * Mobile users can access the experience via a Checkpoint banner located within the "You" tab at the bottom-right of the screen. * Visibility is contingent upon having "Use data to personalize my Discord experience" enabled in privacy settings and meeting a minimum activity threshold. **Key Metrics and Personal Statistics** * The recap calculates the total volume of messages sent and the cumulative time spent in voice channels throughout the year. * Users receive a breakdown of their most-frequented servers and their most-used emojis. * The system identifies a "top contact," highlighting the individual user with whom the account owner interacted the most. **Personalized Rewards and Social Integration** * Upon completion of the recap, users are assigned one of ten distinct "Checkpoint cards" that categorize their year. * Each card unlocks a corresponding Avatar Decoration that remains available to use until January 15, 2026. * The feature includes a direct sharing toggle that allows users to post a summary card into text channels, though the data remains private by default if the user chooses not to share. To ensure you can view your 2025 Checkpoint before it expires, confirm that your privacy settings allow for data personalization and that your client is fully updated. If the Checkpoint does not appear, you may need to increase your platform activity for future recaps or check the Help Center for specific troubleshooting regarding data permissions.

discord

Discord Patch Notes: February 4, 2026 (opens in new tab)

Discord’s Patch Notes series provides a detailed look into recent engineering efforts aimed at enhancing the app's performance, reliability, and overall responsiveness. These updates represent a continuous cycle of bug-squishing and usability improvements designed to ensure a more stable user experience across all platforms. ### Community Feedback and Bug Reporting * Users are directed to the community-run r/DiscordApp subreddit to participate in the Bimonthly Bug Megathread. * Discord’s engineering team monitors these threads directly to address specific technical issues and user grievances. * This collaborative approach allows the development team to prioritize fixes based on real-world community feedback. ### Beta Testing via TestFlight * iOS users have the option to join the Discord TestFlight program to access features before they are officially released to the general public. * Participation in the beta program helps the engineering team identify and resolve edge-case bugs in a pre-production environment. * Interested testers can opt into this "living on the edge" version through the official dis.gd/testflight link. ### Deployment and Release Status * Every fix mentioned in the Patch Notes has been successfully committed and merged into the main codebase. * Because the deployment process is gradual, updates may roll out to individual platforms and regions at different times. * The focus remains on maintaining a high standard of performance while ensuring that fixes do not introduce new regressions during the rollout. To contribute to Discord’s stability or get a first look at upcoming changes, consider joining the TestFlight program or reporting any discovered issues through the community bug threads on Reddit.

discord

How to Change Your Theme to Bring Your Vibe to Discord (opens in new tab)

The introduction of themes allows users to fully customize the visual interface of their desktop and mobile applications beyond standard settings. While all users can choose from a set of basic palettes, Nitro subscribers are granted a much larger library of options and the ability to design their own color schemes. This update aims to make high-level UI personalization accessible and straightforward for the entire user base. **Theme Availability and Subscription Tiers** * All users have access to four default color themes regardless of their subscription status. * Nitro members receive an expanded library of 28 additional color themes to further personalize their experience. * Subscribers also gain the exclusive ability to build and implement their own custom themes from scratch. **Cross-Platform UI Implementation** * The feature is fully supported across both desktop and mobile platforms, ensuring a consistent aesthetic vibe. * Applying a new theme is integrated directly into the existing appearance settings, functioning identically to the standard toggle between Light and Dark modes. * The interface is designed for simplicity, allowing users to transition from classic modes to colorful presets with minimal navigation. To refresh your app's look, head to the appearance settings menu where you can experiment with the new color presets or, if you are a Nitro member, begin crafting a custom aesthetic that matches your personal style.

gitlab

GitLab backs 99.9% availability SLA with service credits (opens in new tab)

GitLab has introduced a 99.9% availability service-level agreement (SLA) specifically for Ultimate customers on GitLab.com and GitLab Dedicated. This commitment is backed by service credits to ensure that mission-critical DevSecOps workflows remain uninterrupted and to align GitLab's interests with customer business outcomes. By formalizing this uptime guarantee, GitLab aims to provide a reliable foundation for high-velocity teams that depend on continuous code pushes and automated deployments. ## Scope of Covered Services The SLA covers the core platform experiences essential to daily software delivery workflows: * Issues and merge requests management. * Git operations, including push, pull, and clone actions via both HTTPS and SSH protocols. * Operations within the Container Registry and Package Registry. * API requests associated with the aforementioned core services. ## Defining and Measuring Downtime Service availability is tracked via automated monitoring across multiple geographic locations to reflect actual user experience. * A "downtime minute" is triggered when 5% or more of valid customer requests result in server errors. * Server errors are strictly defined as HTTP 5xx status codes or connection timeouts exceeding 30 seconds. * While monitoring focuses on server-side failures, GitLab will also holistically review claims for issues that might not trigger 5xx errors, such as Sidekiq job processing outages or specific application bugs. ## Service Credit Claim Procedure To maintain accountability, GitLab has established a formal process for Ultimate customers to recoup costs during outages: * Customers must submit a support request at support.gitlab.com within 30 days of the end of the month in which the downtime occurred. * The GitLab team validates the claim against internal and external monitoring data. * Validated service credits are applied directly to the customer's next issued invoice, with the credit amount scaled based on the severity of the availability shortfall. Ultimate customers should familiarize their operations teams with these specific performance thresholds and the 30-day claim window to ensure they are adequately compensated during significant service disruptions.

gitlab

Claude Opus 4.6 now available in GitLab Duo Agent Platform (opens in new tab)

GitLab has integrated Anthropic’s Claude Opus 4.6 into its Duo Agent Platform, providing developers with a high-intelligence frontier model designed for complex agentic workflows. By combining a 1-million-token context window with native access to DevSecOps data, the update enables more autonomous task execution and deeper reasoning within the software development lifecycle. This integration allows teams to delegate multi-step tasks to AI agents that can now process entire codebases and project histories in a single interaction. ## Advanced Agentic Capabilities and Reasoning * Claude Opus 4.6 features enhanced "agentic" behavior, meaning it can proactively take actions and drive tasks forward with minimal human intervention. * The model supports multi-agent orchestration, allowing it to spin up subagents and coordinate parallel workstreams to solve complex, multi-step problems. * Adaptive thinking capabilities allow the model to calibrate its reasoning depth based on the query, using extended thinking for difficult tasks while maintaining speed for simpler ones. * Deep reasoning via test-time compute helps the model navigate challenging development bottlenecks and architectural decisions. ## Full-Context DevSecOps Integration * The model boasts a 1-million-token context window—a fivefold increase over Opus 4.5—enabling the processing of massive codebases and extensive documentation. * Integration with the GitLab Duo Agent Platform provides the model with direct access to repositories, merge requests, pipelines, and security findings. * Enterprise-grade security features, including human-in-the-loop controls and group-based access, ensure that agentic actions remain transparent and governed. * Native integration ensures developers can utilize these frontier capabilities without leaving their established GitLab workflows. ## Availability and Resource Consumption * Opus 4.6 is currently available for GitLab.com users via the Duo Agent Platform and Agentic Chat, though it is not supported for GitLab Duo Classic features. * Support for the model within various Integrated Development Environments (IDEs) is expected to be released in the near future. * Usage is managed via GitLab credits, with multipliers determined by the size of the prompt. * Prompts containing 200k tokens or fewer are charged at 1.2 requests per credit, while larger prompts exceeding 200k tokens are charged at 0.7 requests per credit. Organizations aiming to automate complex development workstreams should migrate their specialized agents to Claude Opus 4.6 to take advantage of its superior orchestration and context handling. By leveraging the model's ability to coordinate parallel subagents, teams can significantly reduce the manual effort required for codebase-wide refactors and security remediation.

aws

AWS Weekly Roundup: Amazon EC2 M8azn instances, new open weights models in Amazon Bedrock, and more (February 16, 2026) | Amazon Web Services (opens in new tab)

AWS Weekly Roundup: Amazon EC2 M8azn instances, new open weights models in Amazon Bedrock, and more (February 16, 2026) I joined AWS in 2021, and since then I’ve watched the Amazon Elastic Compute Cloud (Amazon EC2) instance family grow at a pace that still surprises me. From AW…