We identify a real problem
A classroom need, repetitive task, infrastructure risk, or developer obstacle becomes a focused experiment.
UNAYS LABS
Unays LLC / Research and build
This is where Unays tests useful technology before it becomes a finished product. Each project explains the problem it addresses, who it is for, what works today, and how mature it is.
Start here
Labs gives smaller ideas a place to be tested in public. A project may become a full Unays product, remain an open-source utility, or be retired when the experiment has answered its question.
A classroom need, repetitive task, infrastructure risk, or developer obstacle becomes a focused experiment.
The project receives a small, testable feature set. Private data and client systems are kept outside the public lab.
Every card distinguishes a live tool from research or early development, so you know what to expect before opening it.
Useful experiments can move into the product directory. Others remain examples, documentation, or archived research.
Portfolio
Focused experiments with clear ownership, purpose, and maturity.
Infrastructure
A protected network operations dashboard that helps administrators understand system health without exposing private telemetry.
Applied AI
Focused AI helpers for understanding uploaded documents, organizing questions, and accelerating practical work.
Learning research
Tests better ways to combine lessons, practice, progress, books, and creative tools in one learning experience.
Automation
Small operational tools that check service availability and turn technical health information into readable summaries.
Platform
Documented interfaces that let approved software communicate with Unays services in a predictable, versioned way.
Research
Explores AI-assisted workflows where a person reviews important decisions before any meaningful action occurs.
Free local tools
Useful checks for developers, students, and technical teams. Processing happens inside your browser; pasted JSON and selected files are not uploaded to Unays.
Find syntax errors, format readable JSON, or create a compact version for an API request.
Create a fingerprint used to confirm that a downloaded or transferred file has not changed.
Create an identifier for bug reports, support requests, test runs, and project notes.
Privacy: these utilities run with standard browser APIs. The toolkit does not transmit your JSON contents, selected file, or generated checksum.
Open source
Unays Labs publishes selected tools, examples, and documentation that help the community evaluate and reuse real engineering work. Product systems and private customer data remain private.
github.com/unaysllc-hub