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| New Feature | Improvement | Bug Fix | Enterprise Only |
| --- | --- | --- | --- |
|  |  |  |  |

## API [​](https://docs.clarifai.com/product-updates/changelog/release71/\#api "Direct link to API")

| Status | Details |
| --- | --- |
|  | Add apps and keys scopes so they can be created with personal access tokens. |
|  | Change /keys to work with PATs |
|  | Change /apps to work with personal access tokens |
|  | Split java proto files into multiple and add package name. |
|  | Write script to prune the proto files into public only rpcs and messages |
|  | Mark the appropriate fields in protos as cl\_private\_rpc to release grpc clients. |
|  | copy app count and last\_inputs added in app duplication |
|  | Rewrite input counting in the API to be more scalable and robust. |
|  | Fix collector scopes so that predict keys don't need Collectors:Get |
|  | Check the GetInputsKey of collectors has access to userA's information. |
|  | Return “All” scopes when listing available scopes so that you have that option when creating new keys. |
|  | properly return err if `AddAssets` failed to insert into DB |
|  | POST inputs wasn’t using batch model optimizations correctly. |
|  | created\_at field in sharing table is incorrect |
|  | Missing Apps\_Get scope in session token auth caused creation of keys to fail temporarily. |
|  | API services do not function once Queue goes down and comes back up has been fixed. This makes on premise deployments more resilient to power failures. |
|  | List of missing scopes is not correct in error messages |
|  | Fix node ID validation logic in Bug in workflows |

## Armada [​](https://docs.clarifai.com/product-updates/changelog/release71/\#armada "Direct link to Armada")

| Status | Details |
| --- | --- |
|  | Create endpoint for taking down a spire |
|  | Create endpoint to deploy deep training models |
|  | Calculate detection pr and roc curves using score buckets |
|  | Support for pytorch inference in spire |
|  | able to overwrite default max conn for Citus |
|  | Upgrade to go version for performance boost. |
|  | Make runtime config to remote the extra round trip to storage in predict pathway. |
|  | Improve JSON serialization performance in our servers by using an optimized third party library. |
|  | Fix the WorkflowInput field name in proto to workflow\_input |
|  | When reaching the final page, network request responds with 500 internal service error. Fixed |
|  | Spire fails to launch in local-k8s-USER with error "persistentvolumeclaim not found". Fixed |
|  | Video processing fails with 'caseids' error. Fixed |
|  | Fix a connection issue from Golang backend service to media processing service |
|  | Allocated resources for faster model performance |

## Enlight [​](https://docs.clarifai.com/product-updates/changelog/release71/\#enlight "Direct link to Enlight")

| Status | Details |
| --- | --- |
|  | Return deep training evals through the API |
|  | OCR Model |
|  | Update templates to have more straightforward names and more friendly defaults |
|  | Add 'Face' Default workflow to \` [https://api-dev.clarifai.com](https://api-dev.clarifai.com/)' |
|  | Make custom/transfer training evaluations for large models stable. |
|  | training progress is saved too frequently, causing very slow training |
|  | Return friendlier errors for incorrect parameters passed to templates |
|  | Fix a bug in tracing setup for custom trainer and evaluator |
|  | Accellerated training for specific cases |
|  | Training System failed to train some layers |

## Mesh [​](https://docs.clarifai.com/product-updates/changelog/release71/\#mesh "Direct link to Mesh")

| Status | Details |
| --- | --- |
|  | Implement image crop model |
|  | Implement RandomSample model type |
|  | Allow models that need outputs from previous nodes in a workflow to have access to those outputs to support chaining complex graphs of models. |

## Portal [​](https://docs.clarifai.com/product-updates/changelog/release71/\#portal "Direct link to Portal")

| Status | Details |
| --- | --- |
|  | make UI for personal access token |
|  | Send event to Hubspot when a user signs up on portal |
|  | Change HTML tag of ImagePile component from '' to '' |
|  | Optimize Video Detection Frame Rate on Front end |
|  | Remove classification/detection toggle in image details view |
|  | Add colors to differentiate region results |
|  | Scroll active thumb into view in image details carousel |
|  | Unable to upload same file(s) through browse files. Fixed |
|  | Added a favicon for Portal |
|  | Can’t create a new API key or edit the information of API key. Fixed |
|  | Delete input while having other inputs selected deselects everything. Fixed |
|  | Cannot view workflow results in a face app. Fixed |
|  | Setting useCustomConfig isn't checked at login. Fixed |
|  | ffmpeg can produce no frames for very short videos. Fixed |
|  | Video spire tests are not running correctly. Fixed |
|  | Verify your email |
|  | Last concept used for bounding boxes is retained between apps. Fixed |
|  | Intercom links to old community site (and maybe old FAQ page). Fixed |
|  | Add Inputs/View Explorer does not display in new app anymore |
|  | Clicking video thumbs in detail view does not reload a video |
|  | The Add Positives / Add Negatives buttons on a Concept details view breaks portal |
|  | Collaboration apps have race condition where wrong user id is used |
|  | Don't load collaborations for search demo/logged-out users |
|  | Keyboard navigation in image details view highlights incorrect thumb |
|  | Render Video Assets in Search Bar |
|  | AppDetailsPanel add inputs/view in explorer no longer displays in devel |
|  | Editing geo/json search items no longer work after adding the search bar tooltip |
|  | TypeError: Cannot read 'get' of undefined when clicking image thumbnails in explorer search bar |
|  | Explorer Visibility in small resolution screen |
|  | No Prompt when uploading an image to explorer through url |
|  | CFR rectangles on grid view do not correlate |
|  | Prevent users from evaluating models that are not trainable. |

## Scribe [​](https://docs.clarifai.com/product-updates/changelog/release71/\#scribe "Direct link to Scribe")

| Status | Details |
| --- | --- |
|  | Mark the /annotation endpoints with cl\_private\_rpc |
|  | No longer able to copy an app that has been shared with you via Collaborators. Fixed |
|  | Collaborators can not see workers |

## Spacetime [​](https://docs.clarifai.com/product-updates/changelog/release71/\#spacetime "Direct link to Spacetime")

| Status | Details |
| --- | --- |
|  | Implement visual search in another app as a model type you can add to a workflow. |
|  | Add click to search metadata attributes in image details sidebar |
|  | Ability to keep concepts sorted by alpha. |
|  | Refactor search |
|  | Add metadata to collector added inputs so that you can filter by collector ID |

- [API](https://docs.clarifai.com/product-updates/changelog/release71/#api)
- [Armada](https://docs.clarifai.com/product-updates/changelog/release71/#armada)
- [Enlight](https://docs.clarifai.com/product-updates/changelog/release71/#enlight)
- [Mesh](https://docs.clarifai.com/product-updates/changelog/release71/#mesh)
- [Portal](https://docs.clarifai.com/product-updates/changelog/release71/#portal)
- [Scribe](https://docs.clarifai.com/product-updates/changelog/release71/#scribe)
- [Spacetime](https://docs.clarifai.com/product-updates/changelog/release71/#spacetime)