May 5th, 2026
S3 gets action mode. Doc Extractor gets more.
Four updates this release. Doc Extractor gets a Gemini patch, S3 works in action mode now, AgentKit moves to GitHub for community contributions, and logs got a serious performance upgrade under the hood.
Improved S3 Node: action mode is now available.
The S3 node used to work as a trigger only. You could kick off flows when files landed in S3, but you couldn't fetch files on demand mid-flow. Action mode closes that gap.
Presigned URLs: Fetch a presigned URL for any specific file in your S3 bucket
Folder-Level Access: Pull presigned URLs for all files inside a folder in one step
Action Mode: Use S3 as an on-demand data source anywhere inside your flow, not just as a trigger
Improved Doc Extractor: custom Zod schema support now works with Gemini.
Last week's Doc Extractor release shipped structured extraction for most models. Gemini users hit a wall with custom schemas. That is patched now.
Custom Schema Support: Define your own Zod schema and get structured output from Gemini exactly as specified
Full Extraction Suite: Raw text, document annotations, and structured data all supported across PDFs and images
Smart Chunking: PDFs are processed in 30-page chunks so large documents don't break your flowMulti-Page Documents: Combine multi-page outputs or process page by page
New AgentKit is now on GitHub. Build it, use it, contribute to it.
AgentKit kits and templates are now community-driven and live on GitHub. Browse what the community has built, use what fits, and contribute your own.