Bakugen Support — Introduction to Graph and Table Creation Tools for note Articles
In July 2026, Aezith released "Bakugen Support," a document creation support tool developed for its own note writing, as a free public service. This article introduces its features and use cases for writing technical articles on note.
Technical explanations are published on note. For Aezith's company information, business details, and inquiries, please visit https://www.aezith.com.
Chapter 1: Introduction and Summary
When posting technical articles on note, even if the body text can be written in Markdown, tables and graphs must be prepared separately. Bakugen Support allows you to create clean comparison tables, generate graphs from experimental CSVs, or extract numerical data from research paper figures directly from your browser without needing to register for an account.
1-1. Why we created it
In this note series, we use text files written with the help of generative AI as the master copy, but the note editor does not support Markdown pipe tables. Previously, we managed by embedding Gists, but this had limitations in expression as we could not adjust borders, fonts, or margins. Since Table Maker can convert Markdown tables into PNGs with refined designs, we will use it instead of Gist from now on.
Graphing is handled by CSV Chart Maker. Although developed exclusively for our own note writing, we are currently releasing it for free so that other writers facing similar challenges can use it. We have many other tools for document creation used internally, and CSV Chart Maker and Table Maker are the first of these. We plan to add more to https://www.bakugen.com as they become ready.
1-2. TL;DR
Conclusion 1: Bakugen Support is a collection of browser-based tools developed in-house and released for free. Currently, it consists of two tools: CSV Chart Maker (for graphs) and Table Maker (for tables). We plan to add more tools in the future.
Conclusion 2: When writing on note, use Table Maker to convert tables into PNGs instead of using Gist. Use CSV Chart Maker to graph experimental data.
Conclusion 3: Input data is not saved automatically. Always download the finished PNG before inserting it into note.
Conclusion 4: It is currently provided free of charge. If system maintenance costs become significant, we may ask for support via note tips.
Chapter 2: What is Bakugen Support?
Bakugen Support is a collection of web tools that assist with document creation. It was developed by Aezith for its own note writing and is currently available for free. The service URL is https://www.bakugen.com.

2-1. Free provision and future outlook
Bakugen Support is provided by opening up tools developed for internal use to the public. Operations, such as image analysis (Gemini) and hosting, incur certain costs.
While it is currently free to use, if system maintenance costs increase due to a rise in users, we may ask for support via tips on our note series. If we decide to switch to a paid plan or implement feature restrictions, we will announce it at that time through our terms of service and this note series.
Regarding tools, we will sequentially add features from our internal document creation workflow that are suitable for public release to the site. The two tools introduced in this article are the starting point.
The roles of the two tools are as follows.

You can navigate to each tool from the header menu. Terms of service, FAQs, and contact information are also available on the same site, and a 7-digit request management number is issued when reporting bugs.
Chapter 3: CSV Chart Maker — Graph Creation
CSV Chart Maker (https://www.bakugen.com/csv-chart-maker) is a tool that allows you to read numerical data from CSV files or graph images, create bar, line, or pie charts, and save them as PNG files.

3-1. Creating a graph from a CSV file
The basic process consists of the following 5 steps:
Drag and drop (or select) a CSV file into "CSV / Image Upload"
Data editing and a preview will automatically appear
Select a graph type (bar, line, pie, etc.)
Adjust colors, titles, and axis labels in "Graph Customization"
Execute export (PNG download)
For the CSV format, the first row should be the column names (header), and the second row onwards should be the data rows. UTF-8 character encoding is recommended. If you are using Excel, you cannot read `.xlsx` files directly, so please export as "CSV UTF-8 (comma delimited)" before uploading.
3-2. Extracting numerical values from graph images (AI analysis)
When you upload a screenshot of a graph from a paper or slide (PNG / JPEG / WebP, etc.), the AI (Gemini) will read the numerical values and convert them into CSV format data. From there, you can edit, graph, and export the data just like a regular CSV.
Please note that image analysis may fail due to temporary usage limits. In that case, please upload the CSV directly or paste the table into the data editing field.
3-3. Graph types and customization


In the data editing field, you can directly edit cells, paste CSV data, and add or delete rows and columns. Download the PNG after checking the preview. The file name is automatically generated from the title and date/time.
Chapter 4: Table Maker — Table Creation
Table Maker (https://www.bakugen.com/table-maker) is a tool that allows you to input tables in Markdown format, adjust their design, and save them as PNG images.

4-1. How to write a Markdown table
At a minimum, the following 3 lines are required:
| 項目 | 内容 |
| --- | --- |
| A | 説明文 |The first row is the header, the second row is the separator row (containing `| --- |`), and the third row onwards are the data rows. It is designed so that you can copy and paste tables directly from the text files you are writing.
4-2. Customization and PNG Download
In "Table Customization," you can change the following:
Stripes (alternating background colors for rows)
Border style (Swiss / Grid / Horizontal lines only)
Cell padding (Compact / Standard / Spacious)
Header theme, font (Gothic / Mincho), font size, and table width
Background (Transparent / White / Palette color)

Check the appearance in the preview, enter a filename if necessary, and click "PNG Download." The copyright of the generated PNG belongs to the user.
Chapter 5: Use Cases — note Article Writing Workflow
From here on, I will explain specific usage scenarios assuming the writing of this note series.
5-1. Converting Comparison Tables from Text Files to PNGs for note
There are times when you want to make tables with many columns, such as the VLA data collection method comparison table, easier to read on note.
Paste the Markdown table (header, separator row, data rows) from a text file into Table Maker
Set the font size to 18–22px, table width to around 960px, and background to white (Chapter 6)
Adjust the border style and header theme to match the tone of the article
Download the PNG and insert it as an image at the appropriate position in the note editor
Unlike Gist embedding, the table is displayed directly on note, and you can freely customize the borders, fonts, and margins. This is particularly effective in situations where you want to convey visual organization to readers, such as with comparison tables or specification lists.
5-2. Inserting Graphs from Experimental CSVs into note
When including scaling laws or benchmark results in an article, you can use CSV Chart Maker.
Export experimental logs or spreadsheets as CSV UTF-8
Upload to CSV Chart Maker and select a line or bar graph
Set the axis labels (e.g., "Training Data Scale", "Optimality Gap") and the title
Paste the PNG into the "[Insert Figure N here]" position in note
There are times when this is faster for trial and error during writing than writing a script every time with Python + matplotlib.

5-3. Extracting numerical values from graph images in papers and documents
Sometimes you may want to recreate a figure from a cited paper as a graph for your own article.
Save the graph portion of the paper PDF as a screenshot
Pass it to the image upload feature of CSV Chart Maker and extract the numerical values using AI analysis
Correct any misreadings in the data editing field
Re-graph and export as a PNG
Always verify the accuracy of the numerical values against the original source. It is safer to use AI analysis as a draft template and have a human check it before final publication (Opinion).
5-4. From Gist to Table Maker — Changing the writing workflow
Up until now in this series, the master copy of tables was kept as Markdown within text files written with the help of generative AI, and when publishing on note, I embedded the Gist Share URL. Gist was a practical workaround for displaying Markdown tables on note, but the appearance depended on Gist's standard style, and it was not possible to adjust the design for each article.
Future operations will be as follows:
Master copy: Continue using Markdown tables in text files
Publication: Convert to PNG using Table Maker and insert as an image into note
Gist: Do not use
When updating a table, I will modify the text file, regenerate the PNG from Table Maker, and replace the image on note. Although this adds one step to the procedure compared to Gist, I believe it is an acceptable trade-off for the expressive power (Opinion).

Chapter 6: Recommended settings and precautions for note
These are guidelines for creating tables for note using Table Maker.

Let's also cover the usage precautions.
Inputted CSV/Markdown and the graphs/tables currently being edited are not saved automatically. Closing or refreshing the page may result in the loss of your work.
Be sure to download the completed PNG and save it to your device before inserting it into note.
The recommended environment is the latest browser on a PC (Chrome, Edge, Safari, etc.). While it can be used on smartphones, editing and previewing may be difficult to operate.
Since image analysis uses AI, please switch to direct CSV input if it fails.
If you have any trouble, please check the FAQ. If the issue is not resolved, you can contact us via Inquiries. When reporting bugs, it is helpful to include the tool name, operation steps, browser type, and a screenshot (attachments allowed, up to 3 files, each 5MB or less).
Chapter 7: Summary and References
Bakugen Support is a tool for finishing tables and graphs for note technical articles entirely within your browser. Table Maker handles table customization that Gist could not, and CSV Chart Maker handles graphing numerical data. The writing flow for this note series will revolve around these two tools from now on.
Summary
Developed for writing our own company note, and currently available for free. As the first release, we are providing CSV Chart Maker and Table Maker. We plan to add more tools in the future.
Tables should be converted to PNG using Table Maker instead of Gist. It can also be used for graphing experimental CSV data and extracting numerical values from research paper figures.
The master copy will continue to be the Markdown in text files written with the help of generative AI. Upon publication, generate a PNG with Table Maker and insert it into note.
If maintenance costs become high, we may request support via note tips.
This article is part of the physical AI technical commentary published by Aezith. For information on physical AI consulting and PM support, please check https://www.aezith.com.
References
Bakugen Support: https://www.bakugen.com
CSV Chart Maker: https://www.bakugen.com/csv-chart-maker
Table Maker: https://www.bakugen.com/table-maker
Aezith News: Started software services for physical AI (https://www.aezith.com/news/software-service-start-2026)
User Manual (Internal): Bakugen Support User Manual (July 5, 2026 version)
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