{"id":50792842,"url":"https://github.com/cryptojones/models","last_synced_at":"2026-06-12T12:02:23.087Z","repository":{"id":357780127,"uuid":"1238050397","full_name":"CryptoJones/Models","owner":"CryptoJones","description":"Project Overview of the Open-Source Models for Expert Systems — Ronin 48 Suite","archived":false,"fork":false,"pushed_at":"2026-05-14T07:43:25.000Z","size":14,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-05-14T09:42:49.526Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/CryptoJones.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-05-13T19:06:25.000Z","updated_at":"2026-05-14T07:43:28.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/CryptoJones/Models","commit_stats":null,"previous_names":["cryptojones/models"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/CryptoJones/Models","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CryptoJones%2FModels","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CryptoJones%2FModels/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CryptoJones%2FModels/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CryptoJones%2FModels/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/CryptoJones","download_url":"https://codeload.github.com/CryptoJones/Models/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CryptoJones%2FModels/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34243053,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-12T02:00:06.859Z","response_time":109,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-06-12T12:01:45.606Z","updated_at":"2026-06-12T12:02:22.948Z","avatar_url":"https://github.com/CryptoJones.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Ronin 48 — Open-Source Expert System Models\n\nA 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.\n\nAll 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.\n\n---\n\n## The Suite\n\n| Model | Full Name | Role | Users |\n|-------|-----------|------|-------|\n| [SELMA](https://codeberg.org/Ronin48/SELMA) | Statute Enumeration and Legal Mapping Assistant | Statute identification and charge analysis | Patrol officers, detectives, special agents |\n| [ABBY](https://codeberg.org/Ronin48/ABBY) | Artifact, Ballistic, and Binary Yield | Forensic methodology, evidence standards, chain of custody | Forensic examiners, digital investigators |\n| [BONES](https://codeberg.org/Ronin48/BONES) | Biomedical On-scene Navigator for Emergency Services | EMS clinical decision support | EMRs, EMTs, AEMTs, Paramedics |\n| [BRUNO](https://codeberg.org/Ronin48/BRUNO) | Building Rescue and Unified Navigation Operations | Fire service tactical decision support | Firefighters, Company Officers, Incident Commanders |\n| [ATTICUS](https://codeberg.org/Ronin48/ATTICUS) | — | Defense strategy and constitutional analysis | Public defenders, defense attorneys |\n\n---\n\n## Models\n\n### SELMA — Statute Enumeration and Legal Mapping Assistant\n\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ronin48LLC%2Fselma--lora--adapter-FFD21E?logo=huggingface\u0026logoColor=000)](https://huggingface.co/Ronin48LLC/selma-lora-adapter)\n[![Codeberg](https://img.shields.io/badge/Codeberg-Ronin48%2FSELMA-2185D0?logo=codeberg\u0026logoColor=white)](https://codeberg.org/Ronin48/SELMA)\n[![GitHub](https://img.shields.io/badge/GitHub-CryptoJones%2FSELMA-181717?logo=github\u0026logoColor=white)](https://github.com/CryptoJones/SELMA)\n\nGiven 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.\n\n**Built for:** Patrol officers writing reports, detectives building cases, special agents preparing affidavits.\n\n**Coverage:** Federal criminal code, all 50 state statutes, case law, sentencing guidelines.\n\n---\n\n### ABBY — Artifact, Ballistic, and Binary Yield\n\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ronin48LLC%2Fabby--lora--adapter-FFD21E?logo=huggingface\u0026logoColor=000)](https://huggingface.co/Ronin48LLC/abby-lora-adapter)\n[![Codeberg](https://img.shields.io/badge/Codeberg-Ronin48%2FABBY-2185D0?logo=codeberg\u0026logoColor=white)](https://codeberg.org/Ronin48/ABBY)\n[![GitHub](https://img.shields.io/badge/GitHub-CryptoJones%2FABBY-181717?logo=github\u0026logoColor=white)](https://github.com/CryptoJones/ABBY)\n\nNamed 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.\n\n**Built for:** Forensic examiners, digital investigators, crime scene analysts.\n\n**Coverage:** Digital forensics (FTK, Cellebrite, EnCase), physical/trace evidence, biological evidence, Daubert/Frye standards, Fourth Amendment digital case law (*Riley*, *Carpenter*, *Jones*).\n\n---\n\n### BONES — Biomedical On-scene Navigator for Emergency Services\n\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ronin48LLC%2Fbones--lora--adapter-FFD21E?logo=huggingface\u0026logoColor=000)](https://huggingface.co/Ronin48LLC/bones-lora-adapter)\n[![Codeberg](https://img.shields.io/badge/Codeberg-Ronin48%2FBONES-2185D0?logo=codeberg\u0026logoColor=white)](https://codeberg.org/Ronin48/BONES)\n[![GitHub](https://img.shields.io/badge/GitHub-CryptoJones%2FBONES-181717?logo=github\u0026logoColor=white)](https://github.com/CryptoJones/BONES)\n\nNamed 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.\n\n**Built for:** EMRs, EMT-Basics, AEMTs, and Paramedics in the field and in training.\n\n**Coverage:** AHA ACLS/PALS/BLS, NAEMSP/NASEMSO protocols, START/SALT triage, pediatric dosing (Broselow), toxicology, trauma, OB/Peds emergencies, PCR documentation.\n\n---\n\n### BRUNO — Building Rescue and Unified Navigation Operations\n\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ronin48LLC%2Fbruno--lora--adapter-FFD21E?logo=huggingface\u0026logoColor=000)](https://huggingface.co/Ronin48LLC/bruno-lora-adapter)\n[![Codeberg](https://img.shields.io/badge/Codeberg-Ronin48%2FBRUNO-2185D0?logo=codeberg\u0026logoColor=white)](https://codeberg.org/Ronin48/BRUNO)\n[![GitHub](https://img.shields.io/badge/GitHub-CryptoJones%2FBRUNO-181717?logo=github\u0026logoColor=white)](https://github.com/CryptoJones/BRUNO)\n\nNamed 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.\n\n**Built for:** Firefighters, Company Officers, and Incident Commanders.\n\n**Coverage:** NFPA codes, IFSTA curriculum, ICS/NIMS, hazmat (DOT/ERG), wildland/WUI, structural firefighting, vehicle extrication, Mayday/RIT operations.\n\n---\n\n### ATTICUS\n\n[![HuggingFace](https://img.shields.io/badge/HuggingFace-Ronin48LLC%2Fatticus--lora--adapter-FFD21E?logo=huggingface\u0026logoColor=000)](https://huggingface.co/Ronin48LLC/atticus-lora-adapter)\n[![Codeberg](https://img.shields.io/badge/Codeberg-Ronin48%2FATTICUS-2185D0?logo=codeberg\u0026logoColor=white)](https://codeberg.org/Ronin48/ATTICUS)\n[![GitHub](https://img.shields.io/badge/GitHub-CryptoJones%2FATTICUS-181717?logo=github\u0026logoColor=white)](https://github.com/CryptoJones/ATTICUS)\n\nNamed after Atticus Finch. ATTICUS provides defense strategy analysis, constitutional violation identification, and evidentiary weakness assessment.\n\n**Built for:** Public defenders and defense attorneys.\n\n**Built for:** Public defenders and defense attorneys.\n\n---\n\n## How These Models Work Together\n\n```\nIncident occurs\n     │\n     ├── BONES   — EMS responds, clinical decision support\n     ├── BRUNO   — Fire responds, tactical decision support\n     │\n     ├── ABBY    — Evidence collected, forensic methodology\n     ├── SELMA   — Charges identified, statute mapping\n     │\n     └── ATTICUS — Defense analysis, constitutional review\n```\n\nEvery model in the suite reflects the same obligation: to the facts, to the standard, and to getting it right.\n\n---\n\n## Accessing the Models\n\nAll adapters are LoRA fine-tunes on `meta-llama/Llama-3.3-70B-Instruct`.\n\n| Model | LoRA Adapter | Status |\n|-------|-------------|--------|\n| SELMA | [Ronin48LLC/selma-lora-adapter](https://huggingface.co/Ronin48LLC/selma-lora-adapter) | Available |\n| ABBY | [Ronin48LLC/abby-lora-adapter](https://huggingface.co/Ronin48LLC/abby-lora-adapter) | Available |\n| BONES | [Ronin48LLC/bones-lora-adapter](https://huggingface.co/Ronin48LLC/bones-lora-adapter) | Available |\n| BRUNO | [Ronin48LLC/bruno-lora-adapter](https://huggingface.co/Ronin48LLC/bruno-lora-adapter) | Available |\n| ATTICUS | [Ronin48LLC/atticus-lora-adapter](https://huggingface.co/Ronin48LLC/atticus-lora-adapter) | Available |\n\n---\n\n## License\n\n**Apache License 2.0** — Copyright 2026 Ronin 48, LLC.\n\nBase 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.\n\n---\n\nProudly Made in Nebraska. Go Big Red! 🌽\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcryptojones%2Fmodels","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcryptojones%2Fmodels","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcryptojones%2Fmodels/lists"}