https://github.com/cryptojones/models
Project Overview of the Open-Source Models for Expert Systems — Ronin 48 Suite
https://github.com/cryptojones/models
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Project Overview of the Open-Source Models for Expert Systems — Ronin 48 Suite
- Host: GitHub
- URL: https://github.com/cryptojones/models
- Owner: CryptoJones
- Created: 2026-05-13T19:06:25.000Z (about 1 month ago)
- Default Branch: main
- Last Pushed: 2026-05-14T07:43:25.000Z (about 1 month ago)
- Last Synced: 2026-05-14T09:42:49.526Z (about 1 month ago)
- Size: 13.7 KB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Ronin 48 — Open-Source Expert System Models
A suite of open-source AI models fine-tuned on Llama 3.3 70B Instruct for professionals in law enforcement, emergency services, fire service, and the legal system. Each model is purpose-built for a specific domain with real-world operational data.
All models are free, open-source (Apache 2.0), and built to be run locally — on your hardware, without sending case data to a third party.
---
## The Suite
| Model | Full Name | Role | Users |
|-------|-----------|------|-------|
| [SELMA](https://codeberg.org/Ronin48/SELMA) | Statute Enumeration and Legal Mapping Assistant | Statute identification and charge analysis | Patrol officers, detectives, special agents |
| [ABBY](https://codeberg.org/Ronin48/ABBY) | Artifact, Ballistic, and Binary Yield | Forensic methodology, evidence standards, chain of custody | Forensic examiners, digital investigators |
| [BONES](https://codeberg.org/Ronin48/BONES) | Biomedical On-scene Navigator for Emergency Services | EMS clinical decision support | EMRs, EMTs, AEMTs, Paramedics |
| [BRUNO](https://codeberg.org/Ronin48/BRUNO) | Building Rescue and Unified Navigation Operations | Fire service tactical decision support | Firefighters, Company Officers, Incident Commanders |
| [ATTICUS](https://codeberg.org/Ronin48/ATTICUS) | — | Defense strategy and constitutional analysis | Public defenders, defense attorneys |
---
## Models
### SELMA — Statute Enumeration and Legal Mapping Assistant
[](https://huggingface.co/Ronin48LLC/selma-lora-adapter)
[](https://codeberg.org/Ronin48/SELMA)
[](https://github.com/CryptoJones/SELMA)
Given a factual description of a crime or incident, SELMA identifies applicable federal and state statutes, elements of each offense, sentencing ranges, and the legal reasoning connecting the facts to the charges.
**Built for:** Patrol officers writing reports, detectives building cases, special agents preparing affidavits.
**Coverage:** Federal criminal code, all 50 state statutes, case law, sentencing guidelines.
---
### ABBY — Artifact, Ballistic, and Binary Yield
[](https://huggingface.co/Ronin48LLC/abby-lora-adapter)
[](https://codeberg.org/Ronin48/ABBY)
[](https://github.com/CryptoJones/ABBY)
Named after Abby Sciuto from NCIS. Given an evidence description or examination request, ABBY identifies the correct forensic methodology, applicable legal standards for admissibility, chain-of-custody requirements, and relevant statutes governing digital and physical evidence.
**Built for:** Forensic examiners, digital investigators, crime scene analysts.
**Coverage:** Digital forensics (FTK, Cellebrite, EnCase), physical/trace evidence, biological evidence, Daubert/Frye standards, Fourth Amendment digital case law (*Riley*, *Carpenter*, *Jones*).
---
### BONES — Biomedical On-scene Navigator for Emergency Services
[](https://huggingface.co/Ronin48LLC/bones-lora-adapter)
[](https://codeberg.org/Ronin48/BONES)
[](https://github.com/CryptoJones/BONES)
Named after Dr. Leonard "Bones" McCoy. Given a patient presentation or dispatch scenario, BONES provides protocol guidance, drug references, triage support, and clinical decision support across the full EMS scope of practice chain.
**Built for:** EMRs, EMT-Basics, AEMTs, and Paramedics in the field and in training.
**Coverage:** AHA ACLS/PALS/BLS, NAEMSP/NASEMSO protocols, START/SALT triage, pediatric dosing (Broselow), toxicology, trauma, OB/Peds emergencies, PCR documentation.
---
### BRUNO — Building Rescue and Unified Navigation Operations
[](https://huggingface.co/Ronin48LLC/bruno-lora-adapter)
[](https://codeberg.org/Ronin48/BRUNO)
[](https://github.com/CryptoJones/BRUNO)
Named after Chief Alan Brunacini of the Phoenix Fire Department — the father of modern Incident Command. Given a fireground scenario, BRUNO provides tactical guidance, ICS structure, hazmat references, and rescue decision support.
**Built for:** Firefighters, Company Officers, and Incident Commanders.
**Coverage:** NFPA codes, IFSTA curriculum, ICS/NIMS, hazmat (DOT/ERG), wildland/WUI, structural firefighting, vehicle extrication, Mayday/RIT operations.
---
### ATTICUS
[](https://huggingface.co/Ronin48LLC/atticus-lora-adapter)
[](https://codeberg.org/Ronin48/ATTICUS)
[](https://github.com/CryptoJones/ATTICUS)
Named after Atticus Finch. ATTICUS provides defense strategy analysis, constitutional violation identification, and evidentiary weakness assessment.
**Built for:** Public defenders and defense attorneys.
**Built for:** Public defenders and defense attorneys.
---
## How These Models Work Together
```
Incident occurs
│
├── BONES — EMS responds, clinical decision support
├── BRUNO — Fire responds, tactical decision support
│
├── ABBY — Evidence collected, forensic methodology
├── SELMA — Charges identified, statute mapping
│
└── ATTICUS — Defense analysis, constitutional review
```
Every model in the suite reflects the same obligation: to the facts, to the standard, and to getting it right.
---
## Accessing the Models
All adapters are LoRA fine-tunes on `meta-llama/Llama-3.3-70B-Instruct`.
| Model | LoRA Adapter | Status |
|-------|-------------|--------|
| SELMA | [Ronin48LLC/selma-lora-adapter](https://huggingface.co/Ronin48LLC/selma-lora-adapter) | Available |
| ABBY | [Ronin48LLC/abby-lora-adapter](https://huggingface.co/Ronin48LLC/abby-lora-adapter) | Available |
| BONES | [Ronin48LLC/bones-lora-adapter](https://huggingface.co/Ronin48LLC/bones-lora-adapter) | Available |
| BRUNO | [Ronin48LLC/bruno-lora-adapter](https://huggingface.co/Ronin48LLC/bruno-lora-adapter) | Available |
| ATTICUS | [Ronin48LLC/atticus-lora-adapter](https://huggingface.co/Ronin48LLC/atticus-lora-adapter) | Available |
---
## License
**Apache License 2.0** — Copyright 2026 Ronin 48, LLC.
Base model weights are subject to the [Meta Llama 3.1 Community License](https://llama.meta.com/llama3/license/). All fine-tuned adapter weights and original contributions remain Apache 2.0.
---
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