Illustrative scenario: This character, quotes, numbers, and outcomes are fictional. No real researcher has endorsed Aelira here. Generated math and documents require testing by readers using assistive technology.
How Blind Researchers Could Use Aelira to Make Research Accessible
A scenario exploring how terminal-based workflows and CLI tools could support blind researchers in making their work accessible to students worldwide.
PhD
Astrophysics
CLI
Terminal-based workflow to evaluate
500+
Students benefit
Background: Terminal-Based STEM Research
In this scenario, the researcher (Dr. [Name]) was initially refused admission to university because administrators believed physics was "impossible" for blind students, then went on to finish with the highest grades in their year.
Illustrative: "I showed them that not only can a blind person study physics, they can be good at it. I got the best grade in my year."
Illustrative composite (not a real quote)
In this scenario, the researcher's workflow is entirely terminal-based:
- Emacs + Emacspeak for text editing and LaTeX compilation
- Python in terminal for data analysis and numerical methods
- Custom bash functions for automated workflows
- LaTeX for all publications (journals don't accept Braille)
Thesis: 3D Magnetic Fields in the Solar Atmosphere
In this scenario, the researcher uses spacecraft data to calculate magnetic fields in the sun's atmosphere, solving partial differential equations with numerical methods, all done via terminal with minimal visual assistance.
Illustrative: "Geometry is super important. I love geometry and was always the best in my class."
The Challenge: Making Research Accessible to Students
#1 Problem: Inaccessible Presentations
In this scenario, the biggest accessibility barrier isn't LaTeX source code (which the researcher writes fluently). It's convincing colleagues to make presentations accessible.
Illustrative: "Believe it or not, the hardest part is convincing people to make accessible presentations. Just describing the slide is fine (I'm not asking for anything unreasonable), but even that can be difficult to get."
Illustrative composite (not a real quote)
At conferences and lectures, speakers show slides with complex equations, diagrams, and data visualizations, but often never describe them verbally. For blind attendees, the content can be completely inaccessible.
#2 Problem: LaTeX Output Accessibility
While the researcher can write LaTeX perfectly (it's plain text), blind students can't read the PDFs generated from that research.
For Him (Author)
LaTeX source is accessible. The researcher writes equations in plain text using Emacs.
For Students (Readers)
PDF output is inaccessible. Screen readers can't parse equations.
#3 Problem: Academic Journal Alt Text Failures
When submitting papers with figure alt text, journals promised it would appear on the web version. It never did. Follow-up emails went unanswered.
This is a systemic problem across academic publishing.
How Aelira Could Fit This Workflow
Terminal-Based CLI Integration
In this scenario, the researcher could use Aelira's CLI tool (command-line interface) to scan supported LaTeX documents and review the findings, fitting into a terminal-based workflow. Generated output still needs human and assistive technology checks.
# Scan a synthetic LaTeX sample and inspect the findings
$ aelira scan latex ./sample.tex --format json --output math-findings.json
# Example command; actual findings depend on your sample
# Review equation meaning and any generated MathML
# Inspect saved output; a scan score does not establish conformance
Why this works:
- No GUI required: Fits terminal-only workflow
- Batch processing: Scan supported directories, then review saved output and unresolved issues
- Scriptable: Integrate into custom bash functions
- Self-hosted AI: Verify providers, fallbacks, egress, logs, caches, and backups for a fully local deployment
Before Aelira
- LaTeX PDFs inaccessible to blind students
- Colleagues' presentations lack descriptions
- Manual HTML conversion (50+ hours per paper)
- Academic journals ignore alt text requests
- STEM content remains largely inaccessible
After Aelira
- LaTeX MathML conversion (automated, <5 min)
- Bulk presentation accessibility checks
- Students can consume astrophysics content
- Publication-ready accessible formats
- Template for other blind STEM researchers
Projected Results & Impact
10,000+
Equations converted to MathML
500+
Blind students benefit
Pilot
Measure time and output quality
Potential Outcome: Accessible Astrophysics Course
In this scenario, the researcher could convert an entire semester of astrophysics lectures (200+ pages of LaTeX notes, 50 presentations) to accessible formats using Aelira's CLI tool.
Could be the first fully accessible advanced astrophysics course for blind students at their university
Broader Impact: Template for Blind STEM Researchers
In this scenario, the researcher could share an Aelira-based workflow with a peer community of other blind researchers.
Illustrative: "As blind people, we can't afford to be less productive in the things we can control. A terminal-based workflow plus the Aelira CLI could give the same productivity as sighted researchers."
CLI-first design means blind researchers can work entirely from the terminal without losing productivity.
Exploring how terminal-based accessibility workflows could benefit researchers who rely on screen readers.
Make Your STEM Research Accessible
Evaluate terminal-based CLI tools and LaTeX-to-MathML outputs with human review and assistive-technology testing.