开发者
Copilot Code Review Reaches Azure Repos, Billed Per Review with Reporting Two Days Behind
Microsoft opened GitHub Copilot code review for Azure Repos to all Azure DevOps customers, after acknowledging that many are not ready to migrate to GitHub. Reviews bill per use through the linked Azure subscription and appear in Cost Management 48 hours later. Budgets notify but do not stop reviews, and concurrency caps at five per organization. By Steef-Jan Wiggers
创业投融资
Delivery Hero board backs Uber’s $15B takeover bid
If approved, the combined company would become one of the largest food delivery platforms in the world.
AI 资讯
Swiggy Uses 350+ Features and Multi-Task MLP to Predict Customer Lifetime Value
Swiggy developed an in house predicted lifetime value model using more than 350 pre order features and a multi task MLP for Food and Instamart. Adding order count as an auxiliary task reduced model parameters by 63% while improving predictive performance. The pLTV signal is used with Google Target ROAS bidding to optimize customer acquisition. By Leela Kumili
产品设计
Presentation: Continuous Delivery for Foundational Platforms
Ian Nowland discusses why conventional CI/CD practices break down for stateful, core infrastructure. Drawing from his leadership at AWS and Datadog, he shares actionable techniques for safe progressive deployments, synthetic testing in production, and mitigating blast radius in complex software platforms. By Ian Nowland
AI 资讯
Amazon aims for delivery drones to reach 500 US neighborhoods by end of 2026
US residents face trade-offs as delivery drone services such as Prime Air expand.
AI 资讯
Cloudflare Turns CI Pipelines into TypeScript Workflows
Cloudflare has released cloudflare/ci, a CI SDK that defines pipelines in TypeScript on top of Cloudflare Workflows, giving each step durable retries and replay, concurrent steps by default and Sandbox snapshot caching. It targets the Workers runtime and depends on Artifacts, still in private beta, so the transferable lesson is the durable-step model rather than a drop-in CI replacement. By Mark Silvester
AI 资讯
Presentation: Rewriting All of Spotify's Code Base, All the Time
Jo Kelly-Fenton and Aleksandar Mitic explain how Spotify created "Honk," an AI coding agent, to handle complex fleet-wide codebase migrations. They share key architectural insights on decoupling CI verification runtimes from AI agents, dealing with automated pull request bottlenecks, and driving aggressive standardization across thousands of engineering repositories. By Jo Kelly-Fenton, Aleksandar Mitic
AI 资讯
GitLab Brings Carbon Awareness to CI/CD to Measure the Environmental Cost of Software Delivery
GitLab has introduced a new approach to Green DevOps, demonstrating how software engineering teams can measure the carbon emissions generated by their CI/CD pipelines. By Craig Risi
产品设计
Uber’s $14.8B Delivery Hero deal would nearly double its global footprint
Uber has agreed to acquire Delivery Hero in a $14.8 billion all-stock deal that would nearly double the company’s global footprint and create one of the world’s largest food-delivery platforms outside China.
开源项目
Uber’s European expansion plans may have hit a speed bump
Back in February, Uber announced ambitious plans to launch in seven new European markets in 2026 — but now five of those launches are reportedly on hold.
AI 资讯
GitLab 19.0 Embeds Agentic AI in Secrets, Merge Requests, and Supply Chain Security
GitLab 19.0 extends agentic AI beyond code generation into securing credentials, reviewing and merging changes, and scanning dependencies, adding a public beta Secrets Manager, a full merge request Developer Flow, usage-based GitLab Duo billing, and generally available SBOM dependency scanning. By Mark Silvester
AI 资讯
Presentation: Confidently Automating Changes Across a Diverse Fleet
Netflix engineer Casey Bleifer shares how to achieve rapid, automated code changes across a massive, diverse software fleet. She discusses building an event-driven orchestration platform using composable, Lego-like steps, and explains how Netflix utilizes automated canary validation, compliance checks, and a custom "confidence metric" to eliminate the long tail of manual engineering migrations. By Casey Bleifer