Mobile Update v3.6.2 – Shipped now. Small steps towards a great AI harness. - Smarter image follow-ups: Folio now better understands previous image outputs as editable results. The AI can reason about which image you’re referring to and will ask for clarification when multiple images are present in a conversation. - Improved agent context: Added additional context during agent runs to help the LLM better understand user intention. - Orders management: You can now view your orders, update order status, reply to customer messages, and edit products directly in the mobile app. - Paywall design improvements. New monthly subscription added, alongside existing weekly and yearly plans. - Better agent visibility: Agent runs now show the agent’s name in your local language in conversation history (instead of a generic message). - Enhanced analytics: Improved logging for agent usage, tools, and memory. - Tool calling architecture: Standardized structure for all tool calls, with clear separation between parameters and metadata. - Image editing & generation: Added summaries for edited and generated images to improve captions. - Video captions: Added summarizing captions displayed at the bottom of videos. - 4K parameter: Now managed under the unified tool parameter system. - Tool pills improvements: Added 4K option and parameter titles for better clarity. - Better UX for image tools: Tools requiring image uploads (including Style Memory) now show clearer guidance. - Visual alignment: Tool pills and Style Memory pills now share consistent styling. - Approval system for agents: When an agent runs and needs to use image or video tools, an approval dialog now appears showing each tool call with its parameters. You can approve or cancel individual jobs — especially useful for multi-asset agents. - Cancelled jobs handling: Cancelled jobs are now saved to the conversation, shown in the UI, and included in context. - Auto-approval option: Users can enable auto-approval for future jobs and manage this setting in Account Settings. - Cleaner homepage: When you have more than three product lists, they are now grouped under a "Product Lists" folder for better organization.

Web app update - 18 May 2026 Version 0.62.0 - Video agents now live in web app. - New agents added including e-commerce studio photo agents - Updated Pin and Welcome emails. First Pin is no longer being sent in the welcome email. Welcome email is being sent with 3 min delay. - Updated store create dialog. Now lists are shown immediately while creating the store without opening a list of lists

Folio AI mobile product update, here's everything that just shipped. The new Store system is live on iOS: • Create & edit stores • Enable ordering • Pick a price list • Update, reorder, add or remove lists from any store Price lists got a big upgrade: • New Price List cards on My Folio (create lists, edit prices) • Edit prices directly from product detail pages We want to hear from you: • New Feedback section in Account view — sends straight to our inbox • After 4 conversations, a quick rating prompt appears Performance & polish: • Memory images now saved at a smaller size, we realized if reference images are larger sometimes llm gets it as the primary image. • Loading state after agent runs prevents duplicates, especially helpful on slow networks • Stop button in Conversation now works as expected • Fixed an edge case with conversation ID allocation — now serialized per agent/user Deprecation: • Catalogs published directly from lists are going away. Old catalog links still available, but recommended to use new store system.

Product update 8 May 2026, mobile application. Swatch agent updated. Users can create studio shot images in the same style from any uploaded swatch. Now users can select the studio shot style from previously-created memories, so they can apply the same studio style across their catalog. Studio style memory agent introduced. Users can select a product and our agent analyses the product and sets a studio style per image with background, shadow, lighting, depth and focus, product finish state, product placement angle and aspect ratio. We introduced a memory section in the main agent, where users can select any previously-created memory easily by tapping. The associated skill file embeds into the context, so users can use that memory style easily. Also users can click to manage link to see all their memory styles, delete and edit them. Memory structure updated adding reference images stored as well. Device id users who didnt update their emails are are now shown update email CTA with explanation that they can access web app. The Folio AI general information file changed to an md file, added to main agent context for users asking questions about Folio. Swatch agent - added an option where the uploaded image can be used as base image without editing it as studio shot. Reference style memory agent introduced. a new agent introduced to create a memory from a reference image. Also from conversation, users can create a reference memory from existing created or edited images. Tighter analytics across Folio AI: tracking which image/video tools users actually pick, and how often saved memories get created and re-used. Catalog store terminology cleanup. Duplicate functions eliminated. Spent a few hours auditing the API graph in our iOS app. Same endpoints were being fetched multiple times. Fix: TTL gate shared in-flight Task kind-aware notifications. Refactored and cleaned up all catalog api’s now 45% smaller. Highly recommended for vibe-coded apps, that has a history coded with several generations of llms. Hardened device-ID login: stronger account recovery, fewer spurious sign-outs, and no raw device identifiers leaving the app in plaintext. We started to store the device id in keychain which survives reinstalls. Before it was not on keychain that created some problems for some of our users. Performance audit on auth: consolidated repeated auth endpoint fetches across onboarding, post-purchase, and profile-edit flows behind a single debounced path. Smaller network footprint, faster app load, cleaner state. Replaced image icon with plus icon in main agent, in bottom input field for attachment. When clicked it opens image, camera and select from products. Xcode version upgraded to 26

We've been building a harness for months. We just didn't know it was called that. Then we decided to deep dive into this word, harness. Here is what it means, and why it matters. quantuslabs.notion.site/ai-h… linkedin.com/pulse/models-co…