Engineering Insights

Logs - New MCP Portal Logs dataset and new fields across multiple Logpush datasets in Cloudflare Logs

Cloudflare has added new fields across multiple Logpush datasets: New dataset MCP Portal Logs: A new dataset with fields including ClientCountry, ClientIP, ColoCode, Datetime, Error, Method, PortalAUD, PortalID, PromptGetName, ResourceReadURI, ServerAUD, ServerID, ServerResponseDurationMs, ServerURL, SessionID, Success, ToolCallName, UserEmail, and UserID. New fields in existing datasets DEX Application Tests: HTTPRedirectEndMs, HTTPRedirectStartMs, HTTPResponseBody, and HTTPResponseHeaders. DEX

Ulysses Sequence Parallelism: Training with Million-Token Contexts

LeRobot v0.5.0: Scaling Every Dimension

Enabling high availability of Amazon EC2 instances on AWS Outposts servers (Part 3)

This post is part 3 of the three-part series ‘Enabling high availability of Amazon EC2 instances on AWS Outposts servers’. We provide you with code samples and considerations for implementing custom logic to automate Amazon Elastic Compute Cloud (EC2) relaunch on Outposts servers. This post focuses on guidance for using Outposts servers with third party storage for boot […]

Deployment step now 15% faster

Builds on Vercel now deploy 1.2 seconds faster on average, with more complex projects seeing the biggest gains (up to 3.7 seconds). The improvement comes from optimizing how credentials are provisioned during the build process, eliminating a blocking step that previously added latency at the end of every build. Learn more in the .builds documentation Read more

AI Gateway supports OpenAI's Responses API

OpenAI's Responses API is now available through AI Gateway. The Responses API is a modern alternative to the Chat Completions API. Point your OpenAI SDK to AI Gateway's base URL and use the names to route requests. TypeScript and Python are both supported. All of the functionality in the Responses API was already accessible through AI Gateway via the AI SDK and Chat Completions API, but you can now use the Responses API directly.creator/model Install the OpenAI SDK and point it at AI Gateway. S

Chat SDK adds table rendering and streaming markdown

Chat SDK now renders tables natively across all platform adapters and converts markdown to each platform's native format during streaming. The component is a new card element in that gives you a clean, composable API for rendering tables across every platform adapter. Pass in headers and rows, and Chat SDK handles the rest.Table()Chat SDK The adapter layer converts the table to the best format each platform supports. Slack renders Block Kit table blocks, Teams and Discord use GFM markdown tabl

v0 API now supports custom MCP servers

The v0 API now supports . Teams can configure new servers programmatically by providing the necessary endpoint and authentication details.connecting to any custom MCP server Once configured, you can make these custom servers available directly during a v0 chat session by referencing the server ID: Visit the .v0 API docs Read more