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Add blog post for holoviz-skills#102

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ahuang11 merged 5 commits into
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llm-post
Jun 16, 2026
Merged

Add blog post for holoviz-skills#102
ahuang11 merged 5 commits into
mainfrom
llm-post

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@Azaya89

@Azaya89 Azaya89 commented Jun 11, 2026

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This PR adds a mid-journey blog post for the holoviz-skills project.

@Azaya89 Azaya89 requested a review from ahuang11 June 11, 2026 14:13
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loved reading the blog! short, sweet, and impactful! My couple suggestions are only ensure the formatting looks correct in https://holoviz-dev.github.io/blog-dev/posts/holoviz_llm/

for example: "Problem Formulation The first phase"

gathers metrics
Maybe share what metrics too

We have also begun to adopt llms.txt files within the HoloViz repositories starting from panel-material-ui and working across all the repositories.

Maybe try to explain the reason briefly:
https://discord.com/channels/1075331058024861767/1504623314847662221/1506046818042122321

Creating the skills was only one part of the challenge. A recurring theme throughout the project has been the need for evidence. It is easy to claim that a prompt, skill, or documentation change improves AI-generated code. Demonstrating that improvement in a repeatable way is much harder.

To address this, we developed an evaluation framework that allows prompts to be run with and without skills enabled. The framework captures outputs, executes the AI-generated code, gathers metrics, and can produce screenshots for visual comparison.
To address this, we developed an evaluation framework that allows prompts to be run with and without skills enabled. The framework captures outputs, executes the AI-generated code, gathers metrics such as model used, execution time, total tokens consumed etc., and can also produce screenshots for visual comparison.

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I'd be curious to see the actual results for the sunset app

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Do you mean posting the json output together with this screenshot?

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Yeah or highlights.

Comment thread posts/holoviz_llm/index.md Outdated
## Recent Progress
Recent work has focused on expanding the skills repository with more package-specific skills, refining the evaluation workflows, adding more evaluation metrics, and comparing behaviour across models.

We have also begun to adopt `llms.txt` files within the HoloViz repositories starting from [panel-material-ui](https://panel-material-ui.holoviz.org/llms.txt) and working across all the repositories. This is because we observed that some models have a hard time parsing the html content in our websites directly.

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Perhaps add an explanation: potentially due to notebook conversion + pyodide?

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The issue I have with this is that we don't know why for sure. It's only going to be speculation. I'd rather not guess.

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I'd argue that speculation is still useful so that other users know what to grab onto in their own case; just disclaim it.

@Azaya89 Azaya89 requested a review from ahuang11 June 16, 2026 11:55
@Azaya89 Azaya89 self-assigned this Jun 16, 2026
@ahuang11 ahuang11 merged commit 0f73403 into main Jun 16, 2026
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@ahuang11 ahuang11 deleted the llm-post branch June 16, 2026 14:53
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2 participants