diff --git a/docs/contributing/contribution_guides/contributingToFrontend.md b/docs/contributing/contribution_guides/contributingToFrontend.md
deleted file mode 100644
index b485fb9a8d..0000000000
--- a/docs/contributing/contribution_guides/contributingToFrontend.md
+++ /dev/null
@@ -1,76 +0,0 @@
-# Contributing to the Frontend
-
-# InvokeAI Web UI
-
-- [InvokeAI Web UI](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web/docs#invokeai-web-ui)
-    - [Stack](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web/docs#stack)
-    - [Contributing](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web/docs#contributing)
-        - [Dev Environment](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web/docs#dev-environment)
-        - [Production builds](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web/docs#production-builds)
-
-The UI is a fairly straightforward Typescript React app, with the Unified Canvas being more complex.
-
-Code is located in `invokeai/frontend/web/` for review.
-
-## Stack
-
-State management is Redux via [Redux Toolkit](https://github.com/reduxjs/redux-toolkit). We lean heavily on RTK:
-
-- `createAsyncThunk` for HTTP requests
-- `createEntityAdapter` for fetching images and models
-- `createListenerMiddleware` for workflows
-
-The API client and associated types are generated from the OpenAPI schema. See API_CLIENT.md.
-
-Communication with server is a mix of HTTP and [socket.io](https://github.com/socketio/socket.io-client) (with a simple socket.io redux middleware to help).
-
-[Chakra-UI](https://github.com/chakra-ui/chakra-ui) & [Mantine](https://github.com/mantinedev/mantine) for components and styling.
-
-[Konva](https://github.com/konvajs/react-konva) for the canvas, but we are pushing the limits of what is feasible with it (and HTML canvas in general). We plan to rebuild it with [PixiJS](https://github.com/pixijs/pixijs) to take advantage of WebGL's improved raster handling.
-
-[Vite](https://vitejs.dev/) for bundling.
-
-Localisation is via [i18next](https://github.com/i18next/react-i18next), but translation happens on our [Weblate](https://hosted.weblate.org/engage/invokeai/) project. Only the English source strings should be changed on this repo.
-
-## Contributing
-
-Thanks for your interest in contributing to the InvokeAI Web UI!
-
-We encourage you to ping @psychedelicious and @blessedcoolant on [Discord](https://discord.gg/ZmtBAhwWhy) if you want to contribute, just to touch base and ensure your work doesn't conflict with anything else going on. The project is very active.
-
-### Dev Environment
-
-**Setup** 
-
-1. Install [node](https://nodejs.org/en/download/). You can confirm node is installed with:
-```bash
-node --version
-```
-
-2. Install [pnpm](https://pnpm.io/) and confirm it is installed by running this:
-```bash
-npm install --global pnpm
-pnpm --version
-```
-
-From `invokeai/frontend/web/` run `pnpm install` to get everything set up.
-
-Start everything in dev mode:
-1. Ensure your virtual environment is running
-2. Start the dev server: `pnpm dev`
-3. Start the InvokeAI Nodes backend: `python scripts/invokeai-web.py # run from the repo root`
-4. Point your browser to the dev server address e.g. [http://localhost:5173/](http://localhost:5173/)
-
-### VSCode Remote Dev
-
-We've noticed an intermittent issue with the VSCode Remote Dev port forwarding. If you use this feature of VSCode, you may intermittently click the Invoke button and then get nothing until the request times out. Suggest disabling the IDE's port forwarding feature and doing it manually via SSH:
-
-`ssh -L 9090:localhost:9090 -L 5173:localhost:5173 user@host`
-
-### Production builds
-
-For a number of technical and logistical reasons, we need to commit UI build artefacts to the repo.
-
-If you submit a PR, there is a good chance we will ask you to include a separate commit with a build of the app.
-
-To build for production, run `pnpm build`.
diff --git a/docs/contributing/contribution_guides/development.md b/docs/contributing/contribution_guides/development.md
index 2f50d7f579..092d2acae3 100644
--- a/docs/contributing/contribution_guides/development.md
+++ b/docs/contributing/contribution_guides/development.md
@@ -12,7 +12,7 @@ To get started, take a look at our [new contributors checklist](newContributorCh
 Once you're setup, for more information, you can review the documentation specific to your area of interest:
 
 * #### [InvokeAI Architecure](../ARCHITECTURE.md)
-* #### [Frontend Documentation](./contributingToFrontend.md)
+* #### [Frontend Documentation](https://github.com/invoke-ai/InvokeAI/tree/main/invokeai/frontend/web)
 * #### [Node Documentation](../INVOCATIONS.md)
 * #### [Local Development](../LOCAL_DEVELOPMENT.md)
 
diff --git a/invokeai/frontend/web/docs/README.md b/invokeai/frontend/web/docs/README.md
index a8f8b7e7b0..138aded3ab 100644
--- a/invokeai/frontend/web/docs/README.md
+++ b/invokeai/frontend/web/docs/README.md
@@ -1,79 +1,51 @@
-# InvokeAI Web UI
+# Invoke UI
 
 <!-- @import "[TOC]" {cmd="toc" depthFrom=1 depthTo=6 orderedList=false} -->
 
 <!-- code_chunk_output -->
 
-- [InvokeAI Web UI](#invokeai-web-ui)
+- [Invoke UI](#invoke-ui)
   - [Core Libraries](#core-libraries)
-    - [Redux Toolkit](#redux-toolkit)
-    - [Socket\.IO](#socketio)
-    - [Chakra UI](#chakra-ui)
-    - [KonvaJS](#konvajs)
-    - [Vite](#vite)
-    - [i18next & Weblate](#i18next--weblate)
-    - [openapi-typescript](#openapi-typescript)
-    - [reactflow](#reactflow)
-    - [zod](#zod)
-  - [Client Types Generation](#client-types-generation)
   - [Package Scripts](#package-scripts)
+    - [Client Types Generation](#client-types-generation)
   - [Contributing](#contributing)
+    - [Localization](#localization)
     - [Dev Environment](#dev-environment)
-      - [VSCode Remote Dev](#vscode-remote-dev)
-    - [Production builds](#production-builds)
+    - [VSCode Remote Dev](#vscode-remote-dev)
 
 <!-- /code_chunk_output -->
 
-The UI is a fairly straightforward Typescript React app.
-
 ## Core Libraries
 
-InvokeAI's UI is made possible by a number of excellent open-source libraries. The most heavily-used are listed below, but there are many others.
+Invoke's UI is made possible by a number of excellent open-source libraries. The most heavily-used are listed below, but there are many others.
 
-### Redux Toolkit
+- [Redux Toolkit]
+- [redux-remember]
+- [Socket.IO]
+- [Chakra UI]
+- [KonvaJS]
+- [Vite]
+- [openapi-typescript]
+- [reactflow]
+- [zod]
 
-[Redux Toolkit] is used for state management and fetching/caching:
+## Package Scripts
 
-- `RTK-Query` for data fetching and caching
-- `createAsyncThunk` for a couple other HTTP requests
-- `createEntityAdapter` to normalize things like images and models
-- `createListenerMiddleware` for async workflows
+See `package.json` for all scripts.
 
-We use [redux-remember] for persistence.
+Run with `pnpm <script name>`.
 
-### Socket\.IO
+- `dev`: run the frontend in dev mode, enabling hot reloading
+- `build`: run all checks (madge, eslint, prettier, tsc) and then build the frontend
+- `typegen`: generate types from the OpenAPI schema (see [Client Types Generation])
+- `lint:madge`: check frontend for circular dependencies
+- `lint:eslint`: check frontend for code quality
+- `lint:prettier`: check frontend for code formatting
+- `lint:tsc`: check frontend for type issues
+- `lint`: run all checks concurrently
+- `fix`: run `eslint` and `prettier`, fixing fixable issues
 
-[Socket.IO] is used for server-to-client events, like generation process and queue state changes.
-
-### Chakra UI
-
-[Chakra UI] is our primary UI library, but we also use a few components from [Mantine v6].
-
-### KonvaJS
-
-[KonvaJS] powers the canvas. In the future, we'd like to explore [PixiJS] or WebGPU.
-
-### Vite
-
-[Vite] is our bundler.
-
-### i18next & Weblate
-
-We use [i18next] for localization, but translation to languages other than English happens on our [Weblate] project. **Only the English source strings should be changed on this repo.**
-
-### openapi-typescript
-
-[openapi-typescript] is used to generate types from the server's OpenAPI schema. See TYPES_CODEGEN.md.
-
-### reactflow
-
-[reactflow] powers the Workflow Editor.
-
-### zod
-
-[zod] schemas are used to model data structures and provide runtime validation.
-
-## Client Types Generation
+### Client Types Generation
 
 We use [openapi-typescript] to generate types from the app's OpenAPI schema.
 
@@ -88,28 +60,18 @@ python scripts/invokeai-web.py
 pnpm typegen
 ```
 
-## Package Scripts
-
-See `package.json` for all scripts.
-
-Run with `pnpm <script name>`.
-
-- `dev`: run the frontend in dev mode, enabling hot reloading
-- `build`: run all checks (madge, eslint, prettier, tsc) and then build the frontend
-- `typegen`: generate types from the OpenAPI schema (see [Client Types Generation](#client-types-generation))
-- `lint:madge`: check frontend for circular dependencies
-- `lint:eslint`: check frontend for code quality
-- `lint:prettier`: check frontend for code formatting
-- `lint:tsc`: check frontend for type issues
-- `lint`: run all checks concurrently
-- `fix`: run `eslint` and `prettier`, fixing fixable issues
-
 ## Contributing
 
-Thanks for your interest in contributing to the InvokeAI Web UI!
+Thanks for your interest in contributing to the Invoke Web UI!
 
 We encourage you to ping @psychedelicious and @blessedcoolant on [discord] if you want to contribute, just to touch base and ensure your work doesn't conflict with anything else going on. The project is very active.
 
+### Localization
+
+We use [i18next] for localization, but translation to languages other than English happens on our [Weblate] project.
+
+**Only the English source strings should be changed on this repo.**
+
 ### Dev Environment
 
 Install [node] and [pnpm].
@@ -118,23 +80,19 @@ From `invokeai/frontend/web/` run `pnpm i` to get everything set up.
 
 Start everything in dev mode:
 
-1. Start the dev server: `pnpm dev`
-2. Start the InvokeAI Nodes backend: `python scripts/invokeai-web.py # run from the repo root`
+1. From `invokeai/frontend/web/`: `pnpm dev`
+2. From repo root: `python scripts/invokeai-web.py`
 3. Point your browser to the dev server address e.g. <http://localhost:5173/>
 
-#### VSCode Remote Dev
+### VSCode Remote Dev
 
-We've noticed an intermittent issue with the VSCode Remote Dev port forwarding. If you use this feature of VSCode, you may intermittently click the Invoke button and then get nothing until the request times out. Suggest disabling the IDE's port forwarding feature and doing it manually via SSH:
+We've noticed an intermittent issue with the VSCode Remote Dev port forwarding. If you use this feature of VSCode, you may intermittently click the Invoke button and then get nothing until the request times out.
 
-`ssh -L 9090:localhost:9090 -L 5173:localhost:5173 user@host`
+We suggest disabling the IDE's port forwarding feature and doing it manually via SSH:
 
-### Production builds
-
-For a number of technical and logistical reasons, we need to commit UI build artefacts to the repo.
-
-If you submit a PR, there is a good chance we will ask you to include a separate commit with a build of the app.
-
-To build for production, run `pnpm build`.
+```sh
+ssh -L 9090:localhost:9090 -L 5173:localhost:5173 user@host
+```
 
 [node]: https://nodejs.org/en/download/
 [pnpm]: https://github.com/pnpm/pnpm
@@ -143,12 +101,11 @@ To build for production, run `pnpm build`.
 [redux-remember]: https://github.com/zewish/redux-remember
 [Socket.IO]: https://github.com/socketio/socket.io
 [Chakra UI]: https://github.com/chakra-ui/chakra-ui
-[Mantine v6]: https://v6.mantine.dev/
 [KonvaJS]: https://github.com/konvajs/react-konva
-[PixiJS]: https://github.com/pixijs/pixijs
 [Vite]: https://github.com/vitejs/vite
 [i18next]: https://github.com/i18next/react-i18next
 [Weblate]: https://hosted.weblate.org/engage/invokeai/
 [openapi-typescript]: https://github.com/drwpow/openapi-typescript
 [reactflow]: https://github.com/xyflow/xyflow
 [zod]: https://github.com/colinhacks/zod
+[Client Types Generation]: #client-types-generation
diff --git a/invokeai/frontend/web/docs/WORKFLOWS_DESIGN_IMPLEMENTATION.md b/invokeai/frontend/web/docs/WORKFLOWS_DESIGN_IMPLEMENTATION.md
index 77d24206f6..d16b4b638b 100644
--- a/invokeai/frontend/web/docs/WORKFLOWS_DESIGN_IMPLEMENTATION.md
+++ b/invokeai/frontend/web/docs/WORKFLOWS_DESIGN_IMPLEMENTATION.md
@@ -23,7 +23,7 @@
         - [Primitive Types](#primitive-types)
         - [Complex Types](#complex-types)
         - [Collection Types](#collection-types)
-        - [Polymorphic Types](#polymorphic-types)
+        - [Collection or Scalar Types](#collection-or-scalar-types)
         - [Optional Fields](#optional-fields)
       - [Building Field Input Templates](#building-field-input-templates)
       - [Building Field Output Templates](#building-field-output-templates)