Updates 2026

June 3, 2026

Features & Enhancements

• Editable datum properties with a unified properties list

  • Reuse the dataset properties editor for datum properties and consolidate the layout into a single properties list with row-level validation errors

  • Give users a consistent editing experience across datasets, dataset versions, and datums

• Environment scale divisor

  • Add a scale divisor setting on environments that lets multiple executions share one machine when computing desired scale, both in the backend and as a configurable field in the UI

  • Allow administrators to match autoscaling behavior to workloads that pack many executions onto a single machine

• Include result metadata in dataset and dataset version API responses

  • Return the resulting metadata payload after creating or merging properties on dataset and dataset version endpoints

  • Save clients an extra fetch to confirm the stored metadata state

• Improve API error response documentation

  • Document additional error response shapes in the OpenAPI spec, including field-specific validation errors and list-of-errors responses, and add an invalid_metadata error code for dataset and dataset version metadata endpoints

  • Make API integrations easier to build against by exposing the full set of error formats

UI/UX Improvements

• Inline validation errors in the query builder

  • Show property query validation errors directly in the query builder and dataset browser instead of as a separate alert

  • Help users spot and fix invalid query rules without leaving the builder

• Reset to step or copy source on revert

  • Rename Revert to → Reset to across pipeline and step revert buttons, reset parameter variant state and deployment node configs on revert, and refresh the pipeline blueprint by node match when the commit changes

  • Make revert behavior predictable when switching commits or recovering from copy-source edits

• Show absolute and relative time in commit info

  • Replace the standalone relative time component with a combined absolute-and-relative time display in commit info

  • Give users both a quick "X days ago" read and the exact timestamp on hover

Bug Fixes

• Unstick UI on pipeline copy initialization error

  • Catch initialization errors when opening the Copy Pipeline card, surface them as a permanent inline error, disable the continue button, and report context to Sentry

  • Stop the UI from hanging at "Just a moment..." when a commit mismatch or missing node breaks initialization

• Fix ChangeCommitModal discarding validation results

  • Preserve validation results when interacting with the Change Commit modal instead of throwing them away

  • Keep validation state intact while users switch commits

• Treat task and child creation lock timeouts as retryable

  • Mark "unable to start children" and task create timeout errors as transient so the pipeline retries them on the next stepping pass instead of permanently failing the node

  • Avoid spurious pipeline failures when advisory locks are briefly contended

• Persist commit refs as each commit is fetched

  • Record a CommitRef immediately after each successful fetch instead of waiting until all refs are fetched

  • Preserve already-fetched commit references even if the overall fetch times out partway through

May 12, 2026

Features & Enhancements

• Validate property names on dataset, version, and datum endpoints

  • Validate metadata property names server-side when creating or merging dataset, version, and datum properties, including the multi-datum endpoint and execution-provided metadata

  • Reject malformed names early so downstream queries and filters stay reliable

• Skip invalid metadata when uploading datums

  • Drop datum metadata entries with invalid property names during upload rather than failing the whole request

  • Keep bulk uploads moving even when a subset of entries has bad property names

UI/UX Improvements

• Edit property names, types, and values in the property editor

  • Make property names editable, allow changing a value's type (string, number, boolean) with a boolean value selector, show a read-only type indicator, and trim names on entry

  • Add per-row value validation, an invalid property name indicator, and a uniform row layout in the structured editor

  • Let users adjust existing dataset and model properties without dropping into JSON

• Validate property names inline in the property editor and query builder

  • Surface invalid property name errors in the editor and reuse the same validator in the query builder, with reserved names exposed to the frontend

  • Catch naming mistakes before they hit the API

• Tighter query builder layout and filter behavior

  • Flatten the rule layout, move error display inline, and suppress filter triggers while a rule is invalid or blank

  • Reduce visual noise and avoid running incomplete filters

May 6, 2026

Features & Enhancements

• Dynamic dataset property columns in dataset tables

  • Add a property column popover and dynamic columns to dataset and dataset version tables, sourcing keys from a new project property-keys endpoint with per-key counts; reserved valohai.* keys are filtered out

  • Let users surface custom dataset properties directly in list views

• Persist dataset property column visibility

  • Remember which dynamic property columns are shown or hidden in dataset tables across sessions

  • Avoid reconfiguring columns on every visit

• Store model version in deployment files

  • Record the model version when a model URL is used to define a deployment endpoint's input, and surface it in the frontend

  • Make deployments traceable back to the specific model version that produced them

UI/UX Improvements

• Structured fields mode for the property editor

  • Add a structured field-based editor alongside the JSON editor with row add and delete controls and improved focus handling; de-emphasize the JSON editor mode

  • Make routine property edits faster without needing to write JSON

Bug Fixes

• Fix image compare blending for plain images

  • Use direct CSS mix-blend-mode on <img> elements for plain images, reserving SVG overlays for tint colors

  • Restore correct visual blending in the image comparison view

April 28, 2026

Features & Enhancements

• Include metadata in dataset and dataset version list APIs

  • Add an ?include=metadata query parameter to dataset and dataset version list endpoints to return metadata properties inline, with a join to avoid N+1 queries

  • Skip extra requests when fetching property data for many datasets at once

• Filter datasets and versions by property values

  • Add a Pydantic-based property query parser, dataset and version filters, nested depth guard, and protection against unsafe property names

  • Let users search large dataset collections by structured property values

• Cursor-style pagination for datums

  • Add id_before and id_after filters for datum listings, using ULID ordering as a stable cursor

  • Allow paging through large datum lists until full cursor pagination ships

• Create executions and tasks without a repository

  • Let library-step executions run without requiring a project commit, and hide task-only UI until a commit or library step is selected

  • Reduce setup friction for users running library steps without a connected repository

• Dataset QueryBuilder and property editing (feature flagged)

  • Add an initial QueryBuilder UI behind the QUERY_BUILDER and DATASET_PROPERTIES flags, wire property editing for datasets, refresh version properties on save, and sort properties by insertion order

  • Begin rolling out structured property querying and editing to early-access teams

UI/UX Improvements

• Clearer reauthentication prompt

  • Add context to the "please reauthenticate" message so users understand why it appeared

  • Reduce confusion when sensitive actions trigger a reauth prompt

• Help text for the environment scale group field

  • Add inline help text explaining the purpose of the scale_group field on environments

  • Make environment configuration easier to understand

• QueryBuilder polish

  • Clear the final rule instead of deleting it, add a not_contains operator, allow slashes in property keys, and drop allowedValohaiKeys validation

  • Smooth out rough edges in early QueryBuilder usage

• Fix sidebar utility bar icon alignment

  • Correct icon misalignment in the SidebarUtilityBar

  • Restore consistent sidebar visuals

Bug Fixes

• SSO users with password or MFA can pass reauthentication

  • Record SSO logins through allauth's audited_login so users with a usable password or MFA can complete reauth-protected actions

  • Unblock SSO users who were previously locked out of sensitive operations

April 21, 2026

Features & Enhancements

• JSON editor for upcoming dataset property editing

  • Add a JSON-based property editor with relaxed syntax support (single quotes, trailing commas, unquoted keys) and protection for reserved valohai.* properties

  • Lay the groundwork for property editing on dataset and dataset version detail pages

• Rework trace view with server-side graph loading

  • Replace client-side graph traversal with continuation-based server-side loading and progressive rendering

  • Reduce database queries from ~230 to ~30 for large traces, improving load times for complex lineage graphs

• Enforce reauthentication for sensitive account operations

  • Require users to reauthenticate before changing passwords, managing MFA, or generating API tokens

  • Strengthen security for account-critical actions

Bug Fixes

• Fix organization and team name exposure in API responses

  • Remove organization and team names from team and access-grant API responses where they shouldn't be visible

  • Close an information disclosure issue in multi-tenant environments

• Fix session cookie security configuration

  • Correct the session cookie security setting name so it takes effect properly

  • Ensure session cookies are secured as intended

April 15, 2026

Features & Enhancements

• Preview video files in the output browser

  • Add in-browser preview support for video files (mp4, webm, mov, avi, mkv, mpeg, ogv, wmv) in the output browser

  • Let users inspect video outputs without downloading files

• Add minimap and node search to pipeline graph

  • Add a toggleable minimap (on by default for graphs with more than 8 nodes) and a search input to find and focus on nodes by name

  • Make it easier to navigate and locate nodes in large pipeline graphs

• Add Inputs tab to Execution view

  • Move execution inputs into a dedicated tab with inline input titles

  • Give users a focused view for inspecting execution input sources

• Show properties list on dataset and dataset version details

  • Display metadata properties as a read-only list on dataset and dataset version detail pages

  • Give users direct visibility into attached properties without needing the API

• Expand datum directory listing to all views

  • Enable folder-based directory listing for datums across all contexts, not just within a project scope

  • Allow browsing datum folder structures wherever datums appear

• Add member email access to organization API

  • Allow organization admins to request member email addresses via ?include=emails on the organization detail endpoint

  • Enable admin tooling and integrations that need member contact information

• Improve OpenAPI documentation coverage

  • Add missing request body schemas, default field descriptions, and pagination parameter documentation across the API

  • Provide more complete and accurate API documentation for integration developers

• JSON export for the upcoming query builder

  • Allow exporting the current query as a JSON document from the query builder interface

  • Make it easier to save, share, and reuse structured queries once the query builder ships

UI/UX Improvements

• Drag-and-drop reordering for the upcoming query builder

  • Support reordering query conditions by dragging them into position

  • Make it faster to rearrange complex queries without deleting and recreating conditions

• Upgrade syntax highlighter for code views

  • Replace the previous syntax highlighting engine with Shiki for improved language support and rendering

  • Provide sharper, more accurate code highlighting across file previews

• Truncate long property names in the middle

  • Show the start and end of long property key names instead of cutting off at the end

  • Make it easier to distinguish properties that share a common prefix

Bug Fixes

• Fix crash when using ?only parameter on API endpoints with nested serializers

  • Prevent ?only field selections from propagating into nested serializers where the fields don't exist

  • Eliminate 500 errors when filtering API response fields on endpoints with nested data

• Fix N+1 query in pipeline detail endpoint

  • Precompute shared execution IDs in a single aggregation query instead of running per-node queries

  • Improve response times for pipeline detail pages with many nodes

• Fix Azure uploads failing without storage key

  • Correct upload info generation for Azure stores configured without a direct storage key

  • Restore reliable file uploads to keyless Azure storage configurations

April 8, 2026

Features & Enhancements

• Browse files by directory tree in execution outputs and dataset versions

  • Add a collapsible directory tree sidebar for navigating files by folder path in the execution outputs tab and dataset version contents view

  • Make it easier to find specific files when executions or dataset versions contain deeply nested output paths

• Dataset and dataset version metadata properties

  • Add API endpoints for creating, updating, and deleting metadata properties on datasets and dataset versions

  • Allow teams to attach structured key-value properties to datasets and versions, visible in dataset details

• Staged metadata apply on dataset creation

  • Apply pending metadata property updates automatically when a dataset version finishes building

  • Prevent metadata from being silently lost when a version completes during property writes

• Datum multi-purge API

  • Add an API endpoint for purging multiple datums in a single request

  • Make bulk cleanup faster and reduce the number of API calls needed for large-scale purges

• Track purge count per dataset version

  • Record how many datums have been purged per dataset version and show a "partially purged" indicator in the UI

  • Give users visibility into storage reclamation at the version level

• Execution input origin links and direct URI downloads

  • Restore the source datum link on execution inputs and make all URI-type inputs trigger a direct download

  • Let users trace an input back to its originating datum and download URI inputs without extra steps

• Runtime Config Presets visible in restricted environments

  • Show and allow administering Runtime Config Presets when viewing restricted environments

  • Remove a gap where preset configuration was unavailable for restricted-access environments

• Upcoming query builder component

  • Add a new query builder UI component with structured query building and async suggestions

  • Lay the groundwork for upcoming filter and query interfaces across dataset and datum views

Bug Fixes

• Fix terminate button shown on machines that don't support termination

  • Hide the terminate button for machine types that do not support the termination action

  • Prevent users from triggering an unsupported action that would fail silently

• Fix dataset project filter leaking across organizations

  • Correct a bug where filtering datasets by project could return results from other organizations

  • Ensure project-scoped dataset queries are always properly isolated to the correct organization

March 24, 2026

Features & Enhancements

• Add datum "last used" tracking

  • Show when and where each datum was last used, with a "Last used" column in the datum browser and usage details in the datum panel

  • Help users identify stale data and understand how files flow through their workflows

• Delete dataset versions with optional file purge

  • Add delete buttons for dataset versions with a toggle to also purge their underlying data files

  • Let users reclaim storage directly when removing dataset versions, without a separate cleanup step

• Support project:counter retrieval for Pipeline API

  • Allow fetching pipelines by project-scoped counter in addition to UUID

  • Bring the Pipeline API in line with other APIs that support shorthand lookups

UI/UX Improvements

• Faster output preview grid

  • Load preview images on demand as you scroll instead of rendering them all at once

  • Improve scrolling performance when previewing large numbers of output files

Bug Fixes

• Fix large dataset version comparison crash

  • Resolve a crash when comparing dataset versions with a large number of datums

  • Restore reliable comparison for heavy dataset versions

• Fix copied pipeline commit change resetting too much state

  • Preserve compatible parameter values when switching commits on a copied pipeline

  • Prevent losing manual configuration changes during commit switches

• Fix back-navigation trap on deployment endpoints

  • Fix the back button getting stuck in a loop when navigating away from a deployment endpoint

  • Pressing back now returns to the previous page as expected

• Handle dataset loading errors gracefully

  • Show proper error states when a dataset fails to load (e.g., after deletion) instead of crashing

  • Prevent broken UI when navigating to a removed dataset

• Fix plural labels in admin log entries

  • Correct verbose name plurals for several models displayed in admin and log views

  • Ensure consistent grammar in system messages and audit logs

March 19, 2026

Features & Enhancements

• Search datums by ID and datum:// URI

  • Add support for searching datums by their UUID or datum:// URI in the datum browser

  • Make it faster to locate specific data files when you already have a reference

• Show dataset version inputs in deployment version view

  • Display dataset version inputs alongside file inputs in the deployment endpoint details, with a type column and URI references

  • Give users full visibility into all input sources attached to a deployment version

• Improve pipeline input error messages

  • Show human-readable error messages when pipeline inputs are misconfigured

  • Help users diagnose and fix pipeline setup issues without reading raw error payloads

UI/UX Improvements

• Truncate long input source lists in execution details

  • Collapse large datum and URI input lists with an expand option

  • Prevent execution detail pages from becoming unwieldy when inputs have many sources

• Improve execution input list layout

  • Compact datum input rows and streamline the visual style of execution inputs

  • Make the execution input section easier to scan

• Reword configuration snippet help text

  • Clarify help text for configuration snippets in both admin and public views

  • Reduce confusion about how config snippets work

Bug Fixes

• Fix session key exposure in API responses

  • Remove the full HTTP session key from API output

  • Close a security issue where session identifiers could leak to clients

• Handle advisory lock timeouts in task execution creation

  • Catch lock timeout errors when tasks try to create child executions concurrently

  • Prevent hard failures when multiple task nodes compete for execution creation

• Fix broken external links

  • Correct external link URLs that pointed to wrong destinations

  • Ensure documentation and help links navigate correctly

• Avoid redundant git commit fetching

  • Check for existing commit records before performing a full fetch

  • Reduce unnecessary git operations when commit data is already available

March 11, 2026

Features & Enhancements

• Show execution input sources grouped by type

  • Display execution inputs organized by source (dataset versions, model versions, URIs) with clickable links in the execution detail view

  • Make it easier to trace where each input came from and navigate to the source

• Preview tabular data files (JSONL, NDJSON, Parquet)

  • Add in-browser preview support for JSONL, NDJSON, and Parquet files in the output browser

  • Allow users to inspect tabular output data without downloading files

• Restrict views for external model hub users

  • Limit model-hub-only users to model views and hide execution-related links and actions

  • Provide a focused experience for external collaborators who only need model access

• Make Snowflake stage cleanup optional

  • Allow keeping Snowflake staging data after execution runs instead of always cleaning up

  • Give users control over stage lifecycle for debugging or reuse purposes

• Optimize API list endpoint performance

  • Apply serialization caching to 13 additional list serializers for shared related objects

  • Improve response times for list endpoints where items share owners, projects, or environments

• Add OIDC identity provider support

• Enable OpenID Connect as an authentication method for the platform

• Allows using Valohai credentials for single sign-on to Valohai LLM

UI/UX Improvements

• Improve execution input detail layout

  • Use smaller badges for input types, add collapsible input groups with file counts, and display formatted datum queries

  • Make the execution inputs section more compact and scannable

• Show deployment target details in deployment detail view

  • Display target base URL and configuration directly in the deployment detail page

  • Reduce navigation needed to find deployment endpoint information

• Collapse long tag lists in dataset table cells

  • Truncate long tag lists in dataset tables with an expand option

  • Prevent tag-heavy datasets from stretching table rows

• Support dark mode for ClearFeed chat widget

  • Apply dark mode styling to the in-app support chat

  • Match the chat widget appearance with the platform's dark theme

• Improve CORS handling for Gateway API deployments

  • Implement manual CORS headers for Kubernetes Gateway API endpoints

  • Ensure cross-origin requests work with gateway controllers that lack native CORS filter support

• Don't block UI while stores are loading

  • Allow data views and organization settings to render before store data finishes loading

  • Remove unnecessary loading delays when navigating to data or settings views

• Improve store error messages

  • Show clearer error messages when a store endpoint URL is misconfigured

  • Help users diagnose and fix store connection issues faster

Bug Fixes

• Fix datum alias display in execution inputs

  • Resolve incorrect URI handling for datum aliases in the input source view

  • Ensure aliased data inputs display and link correctly

• Fix metadata chart selection leaking to single execution views

  • Scope chart selection state to prevent it from carrying over between multi-execution and single-execution views

  • Eliminate unexpected chart configurations when switching views

• Fix empty string in deployment target routing

  • Handle empty target routing values that prevented the default target from being selected

  • Restore correct default target assignment for deployments

• Handle missing datum in deployment version UI

  • Account for null datum IDs when displaying deployment version endpoint details

  • Prevent UI errors when a deployment version references a deleted or missing datum

• Filter out missing datums from endpoint API responses

  • Exclude datums that no longer exist from deployment endpoint detail responses

  • Prevent API errors when endpoint files reference removed data

• Handle access control for org-owned deployments without a project

  • Fix a 500 error when accessing dataset or model version inputs on org-owned deployments that lack a project

  • Ensure deployment version input access checks work regardless of project association

February 26, 2026

Features & Enhancements

• Add model commenting system

  • Introduce commenting functionality for models with user tagging support

  • Enables collaboration and discussion around model versions

• Support Gateway API for Kubernetes deployments

  • Add support for Kubernetes Gateway API routing alongside Ingress

  • Provides modern, flexible routing options for deployment endpoints

• Add SME access grant support

  • Enable Microsoft Entra ID integration for SME workflow access

  • Simplifies authentication for subject matter experts in enterprise environments

• Soft-delete model comments

  • Allow deletion of comments while preserving metadata and conversation context

  • Maintains audit trail while removing inappropriate or outdated content

• Optimize Datum API performance

  • Implement serialization caching and optimize URL generation

  • Significantly improves response times for datum listing endpoints

UI/UX Improvements

• Rename Notes to Comments throughout UI

  • Update terminology from "Notes" to "Comments" for consistency

  • Applies to models, executions, and tasks

• Add axis labels to confusion matrix

  • Display predicted and actual labels on confusion matrix visualizations

  • Improves readability and interpretation of classification results

• Hide "Show all outputs" for SME users

  • Remove output filtering option from SME interface

  • Simplifies workflow result viewing for non-technical users

Bug Fixes

• Fix missing deployment node edges

  • Restore missing edge connections in deployment graph visualization

  • Ensures deployment pipeline structure is correctly displayed

• Fix dataset version links with trailing slash

  • Correct URL generation for dataset version references

  • Prevents broken links in dataset navigation

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February 19, 2026

Features & Enhancements

• Add output preview grid tab to Compare Executions view

  • Add an image grid tab with synchronized hover state and a filter field for comparing execution outputs visually

  • Lets users compare output artifacts (images, plots) side by side across executions

• Find dataset by UUID in addition to name

  • Accept dataset UUIDs when creating dataset versions, preventing accidental creation of a new dataset named after the UUID

  • Reduces errors when referring to datasets programmatically by ID

• Disallow UUID and 'latest' as dataset version names

  • Reject reserved names during dataset version creation to avoid ambiguity with lookups

  • Prevents confusing collisions between version names and system identifiers

• Improve pipeline creation performance

  • Create pipeline edges in bulk and skip redundant FK validation and sanity checks

  • Speeds up creation of large pipelines with many edges

• SME: Revalidate commit list after repository fetch

  • Refresh the commit list and update selection after fetching the repository in the SME create view

  • Ensures users always see the latest commits when creating a new workflow

UI/UX Improvements

• Allow any value for grouped plot filter values

  • Remove restrictions on filter value input in the grouped metadata plot

  • Gives users full flexibility to filter on arbitrary metadata values

Bug Fixes

• Fix project URL resolution for projects with 'datasets' in the name

  • Match URL fragments properly instead of the first occurrence of reserved keywords

  • Fixes broken navigation for projects whose names contain words like "datasets" or "dataset-version"

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February 11, 2026

Features & Enhancements

• Add execution selector to Compare Executions view

  • Add an execution selector sidebar for choosing which executions to compare, with filtering support

  • Makes it easier to pick and switch between executions in comparison workflows

• Automatically use referenced task blueprints on task nodes

  • Resolve task node steps through their associated task blueprint instead of requiring manual configuration

  • Simplifies pipeline setup when task nodes reference existing blueprints

• Support runtime config preset YAML override in API

  • Convert hyphenated YAML configuration keys to underscored format when processing runtime config presets

  • Ensures YAML-defined presets work correctly through the API without manual key conversion

UI/UX Improvements

• Improve grouped metadata plot

  • Add filtering by metadata values and support grouping by metadata values in addition to keys

  • Brings pivot-table-like interactivity to the grouped chart view

• Use trace-specific colors for min-max shadows in statistics graphs

  • Replace hardcoded gray with per-trace colors (blue for CPU/Memory, orange for GPU)

  • Makes it easier to distinguish overlapping resource utilization ranges

Bug Fixes

• Fix multiple metadata charts sharing the same configuration state

  • Scope metadata chart configuration per view to prevent charts from interfering with each other

  • Eliminates unexpected behavior when switching between views with metadata charts

• Prevent filter state leakage between DatumBrowser views

  • Assign unique view names and sanitize hidden filter keys when navigating between output views

  • Stops filters from one view carrying over into unrelated datum browsers

• Fix input focus styles

  • Restore correct focus ring styling on form inputs

  • Ensures keyboard-navigating users can clearly see which input is active

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February 3, 2026

Features & Enhancements

• Add grouped metadata plot

  • Introduce a grouped chart view with box plots and a statistics table for metadata, supporting grouping by categorical keys

  • Helps users compare distributions across experiment groups at a glance

• Add SME workflow blueprint status frontend

  • Allow managing workflow blueprint status from the SME interface and only show valid workflows in the start flow

  • Gives teams direct control over which workflows are visible and launchable

• Allow store owner to delete project-scoped stores

  • Grant project store creators the ability to delete their own stores from the UI

  • Further reduces dependency on organization admins for store lifecycle management

• Support runtime config preset YAML override in Create Pipeline UI

  • Apply runtime-config-preset overrides when creating pipelines from the UI

  • Ensures pipeline creation respects preset configurations consistently

UI/UX Improvements

• Improve table loading and empty states

  • Fix and refine the Tablor component's loading and empty states to avoid layout shifts

  • Delivers a smoother experience when tables are loading or have no data

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January 27, 2026

Features & Enhancements

• Add SME workflow run history view

  • Allow SME users to view full workflow run history with context-aware headers, pagination, and workflow name display

  • Gives subject-matter experts visibility into past runs without navigating away from the SME interface

• Add SME workflow blueprint status API

  • Introduce a status field on workflow blueprints so blueprints can be marked active or inactive via API

  • Allows teams to control which workflows are available for launching

• Validate required assigned inputs in SME workflow creation

  • Prevent creation of workflow versions when required assigned inputs lack a value

  • Avoids workflow failures caused by missing mandatory inputs

• Allow setting associated projects in execution output metadata

  • Support a list of associated project IDs in the valohai.dataset-versions output metadata property

  • Enables automatic cross-project dataset association from execution outputs

• Add output_execution_counters filter to datum API

  • Allow filtering data by execution counter in the datum browser and API

  • Makes it easier to locate outputs from specific executions

• Allow store owner to administer project-scoped stores

  • Grant project store creators the ability to manage their own stores

  • Reduces dependency on organization admins for routine store management

• Add UI to purge outputs when deleting pipelines and tasks

  • Add purge-output toggles to pipeline and task delete dialogs and table actions

  • Lets users clean up outputs directly from the UI during deletion

• Only show organization tokens for organizations that have them enabled

  • Gate organization token visibility by the organization-level feature flag instead of user privilege

  • Prevents confusion by hiding token management from organizations where the feature is not active

• Add audit logging to store secret administration

  • Log changes made through the store secret configuration admin interface

  • Improves traceability and accountability for sensitive store configuration changes

UI/UX Improvements

• Overhaul Compare Dataset Versions view

  • Replace the cramped modal with a full-page view, add checkbox selection, a swap button, and improved comparison layout

  • Makes dataset version comparison more readable and easier to navigate

• Improve DatumBrowser loading state

  • Add integrated loading indicators for datum queries and a separate loader for the side panel

  • Provides clearer feedback when data is being fetched or filtered

• Make maximum number of metadata property keys configurable

  • Allow the property key limit to be adjusted instead of using a hard-coded cap

  • Supports projects with large numbers of metadata keys without truncation

• Replace Zendesk chat with ClearFeed web chat

  • Swap out the Zendesk widget for ClearFeed-based support chat

  • Provides a refreshed in-app support experience

Bug Fixes

• Fix copying executions that use environment variable groups

  • Resolve a regression where copying executions with EVGs failed due to strict typing

  • Restores the ability to reliably copy and re-run executions that reference variable groups

• Return proper error when stopping an already-stopped resource

  • Raise InvalidStatusAPIException instead of a generic error when attempting to stop a resource that is already stopped

  • Gives callers a clear, actionable error message

• Block non-allowed email domains on social signup

  • Enforce the email blocklist for social login (OAuth) signups, not just email/password registration

  • Closes a loophole where restricted email domains could bypass the allow-list via social auth

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January 14, 2026

Features & Enhancements

• Add transient environment variables

  • Allow users to define transient environment variables via API and manage them through a new editor in user and organization settings

  • Enables injecting short-lived, secret-capable variables into job payloads without persisting them in project configuration

• Add API to purge outputs when deleting pipelines and tasks

  • Provide a purge_outputs option on pipeline and task delete endpoints

  • Lets users reclaim storage in a single API call instead of manually cleaning up outputs after deletion

• Support model version URL as deployment endpoint input

  • Accept a model version URL when creating deployment endpoint files, automatically converting it to a dataset version URL

  • Simplifies deployment version creation by allowing direct model references

• Add deployment version model input UI

  • Add a model version input field to the Create Deployment Version page

  • Makes it easier to attach model versions to deployment endpoints directly from the UI

• Default to execution hash v2

  • Switch the default execution hashing algorithm to v2

  • Improves execution deduplication accuracy

• Exclude interactive executions from hashing

  • Skip hash computation for interactive (notebook/SSH) executions

  • Avoids misleading hash values for executions that are inherently non-reproducible

UI/UX Improvements

• Debounce datum metadata query input

  • Add input debounce and Enter-key flush to the metadata query field

  • Reduces unnecessary API calls while still allowing instant search on demand

• Parse true/false as boolean in datum queries

  • Recognize true and false as boolean values in metadata query input

  • Allows users to filter on boolean metadata without special syntax

Bug Fixes

• Ensure deleted triggers do not run

  • Prevent soft-deleted triggers from being evaluated and executed

  • Eliminates unexpected pipeline or workflow runs from stale trigger configurations

• Catch missing job data exceptions gracefully

  • Handle cases where job data is absent instead of raising an unhandled exception

  • Prevents 500 errors when viewing executions with incomplete backend data

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