> ## Documentation Index
> Fetch the complete documentation index at: https://docs.omni.co/llms.txt
> Use this file to discover all available pages before exploring further.
# August 21, 2026
> More Python Progress (Plus Some Use Cases!), Bunch of New Apps and Skills Workflows (Writeback, AI Summary), Plus New Vis Labels, Perf Work, and Cross-DB Workbooks
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Demos highlight what we are working on or experimenting with, but are not a guarantee of release. Let us know your thoughts at [support@omni.co](mailto:support@omni.co).
## Omni Migration Tools
*`Justin He · Use Cases Migration`*
Justin walks through Omni's AI-assisted migration workflow, importing a Metabase dashboard and using AI to translate it into Omni data models, dashboards, and drafts for review.
## Python Notebook Workflow
*`Jonathan Swenson · Python`*
A look at an early-stage notebook interface (Marimo/Jupyter-style) for running queries with pandas, referencing data frames, saving state, and iterating on cells.
## OmniFrames DataFrame Library
*`Dan Spangenberger · Python Compute`*
Dan introduces OmniFrames, a new Pandas/PySpark-style data frame library built on Omni's semantic layer that pushes compute down to the warehouse, including UDFs and computed columns.
## Snowflake UFO Sightings Prediction
*`Austin Aranda · Python Apps`*
Austin demonstrates using OmniFrames and Python to build a spatial prediction model on a sample UFO sightings dataset, then writes the predictions back to Snowflake and visualizes them in a dashboard.
## Pylon Sentiment Analysis
*`Austin Aranda · Apps Use Cases`*
Austin shows an internal sentiment analysis example using Pylon support data to surface negative customer experience themes for the team.
## Dashboard Builder UI Enhancements
*`Ben Horne · Dashboards`*
A quick tour of new dashboard creation features: adding text tiles/headers directly in create mode and applying custom brand color palettes to charts.
## Skills Builder
*`Arielle Strong · AI Skills`*
A demo (on behalf of James) of a new skills system that lets Blobby build and update reusable skills directly from a chat conversation, which then surface as slash commands.
## Multi-Query AI Summarization App
*`Arielle Strong · AI Appps Use Cases`*
An app that summarizes pipeline metrics across multiple queries, with dynamic prompt variants triggered by buttons and shareable via URL-based filters.
## Write-back Apps
*`Arielle Strong · AI Apps Writeback`*
Early write-back capabilities for apps, showing input columns that let users edit and persist data (tags, notes, comments) back to the warehouse from within an app.
## App Security Safe Domains
*`Dan Mosora · AI Apps Administration`*
New org-level security controls for apps, including safe domain allowlists for loading images and org-wide default policies that admins can enforce.
## Onepager Skill
*`Nathan Agrin · AI Skills`*
A custom Blobby skill ("/onepager") that generates concise one-to-two-page reference documents to help ramp up on unfamiliar domains.
## Query Deserialization Performance Fix
*`Nathan Agrin · Performance`*
A behind-the-scenes performance improvement discovered while exploring browser-worker query execution, cutting deserialization time by one to two orders of magnitude.
## Vizland Labels Feature
*`Nathan Agrin · Visualization`*
A preview of a new labels feature built on Vizland's layers system, enabling per-layer data labels, independent formatting, and correct legend filtering behavior.
## Cross-Model Tabs
*`Jade Khiev · Workbook Dashboards`*
An overview of cross-model tabs, letting users build and switch between workbook tabs backed by different models within a single workbook.
## Session-Level AI Suggestion Classification
*`Jade Khiev · AI Analytics Administration`*
A deep dive into session-level classification of AI chat data, covering labeling, topic/summary generation, and how this powers smarter AI suggestions.
## dbt Docs Refresh
*`Erin Cochran · dbt Docs`*
A refreshed, more guided version of Omni's dbt integration documentation, including a new metadata reference for dbt sync behavior.
## Credits Usage Feature Flag
*`James Davidson · AI Administration`*
A new feature flag showing per-prompt AI credit usage within chat instances, plus a running total of credits used in a user's profile.
## Embedding Apps with Filters and Resize Events
*`Meredith Dodge · AI Apps Embed`*
Embedded apps are out in beta! All of the flexibility and visual control of native apps with the governance and user management depth of the core Omni embedded app.