Thanks for the feedback! Here are my edits:
Oh my god the column thing wasn't working because I didn't add filters: tachyons to the frontmatter 🙄 silly me.
For the summary, I just followed the vibe of the March 27, 2024 release, because the newer ones don't have one.
Grammar hopefully fixed now!

PR Summary

This pull request introduces several enhancements and bug fixes to the ValidMind platform, including new customization options for the dashboard, generalized support for comparison tests, improvements to the reports page, and the ability to manage model dependencies. Additionally, it addresses a bug related to outlier tests and updates the documentation to include support for Google Cloud Private Service Connect.

Key Changes

Customize Your Dashboard

• Enhanced the ValidMind Dashboard with new customization options, allowing users to rearrange and resize widgets and add charts from the Reports section.

Generalize Support for Comparison Tests

• Added support to specify an input grid for comparison tests with multiple datasets or models, making it easier to analyze results.

Reports Page Improvements

• Added new summary widgets to the Reports tab, including Total Models, Total Findings, Open Findings, Past Due Findings, and Closed Findings.

Manage Model Dependencies

• Introduced the ability to configure and manage model dependencies in the Model Inventory, including both upstream and downstream interdependencies.

Bug Fix: Exclude Categorical & Binary Features from Outlier Tests

• Excluded categorical and binary features from the outlier tests IQROutliersTable and IQROutliersBarPlot to improve computational efficiency and relevance of insights.

Documentation: Support for GCP Private Service Connect

• Added support for Google Cloud Private Service Connect, enhancing network security and privacy by allowing private connections between ValidMind and company networks without exposing traffic to the public internet.

Test Suggestions

• Test the new dashboard customization features by rearranging and resizing widgets and adding charts from the Reports section.
• Run comparison tests with multiple datasets and models to verify the new input grid support.
• Verify the new summary widgets on the Reports tab display accurate information for Total Models, Total Findings, Open Findings, Past Due Findings, and Closed Findings.
• Test the model dependency management feature by configuring and managing both upstream and downstream dependencies.
• Ensure that categorical and binary features are correctly excluded from the IQROutliersTable and IQROutliersBarPlot outlier tests.
• Verify the functionality of Google Cloud Private Service Connect by establishing a private connection and ensuring secure communication without exposing traffic to the public internet.

@noosheenv I can't approve this PR unless you re-request review. ;)

Either way, here are some changes I made that you should take note of:

• Updated the summary for the release missing the summary (July 22, 2024) & added both newer releases to 2024-releases.qmd (Remember the scout philosophy of leaving things better than you found them?)
• For Aug 13, 2024:
  • Adjusted the layout of some sections to be a bit more streamlined
  • Edited text for accuracy clarity and context (this is important!!)
  • Removed the period at the end of alt text (general style convention — unless it is a complete sentence, no punctuation is needed for UI elements)

Old	New	Details
		Summaries need to both be more broad and more descriptive. Context is important — Make sure you refer to UI elements users can interact with for reference, and provide any supplementary information. Get rid of the modal verb ("you can") and simply use the imperative ("do [x]"); you're inciting a call to action! When we use columns, they're to enhance the layout, not just to offset items.
		Again, provide context (links are great). Removed the important callout class, as this isn't a warning — it's just information.
		Make sure when you reference UI elements you follow the casing you see in the UI. Always include more context — why is this feature relevant or useful to users?
		Cleanup here for layout. This section also would have benefitted from you digging into the feature a little to understand what you're describing. I've made the necessary edits to the filename/descriptions.
		Your bug fix really needed context — what is this referring to (the links) and why was it important that this bug was fixed? Section headers really needed some work too; they should succinctly summarize but not be too wordy.

Note: When you publish these to prod as per the process, make sure you run make get-source as we are missing some notebooks that are on the developer-framework repo on main:

WARN: Unable to resolve link target: notebooks/how_to/run_tests/2_run_comparison_tests.ipynb