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+ ---
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+ language:
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+ - en
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+ license: apache-2.0
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+ tags:
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+ - forensics
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+ - law-enforcement
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+ - legal
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+ - criminal-justice
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+ - digital-forensics
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+ base_model: meta-llama/Llama-3.1-8B-Instruct
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+ pipeline_tag: text-generation
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+ ---
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+
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+ # ABBY β€” Automated Bioforensic, Behavioral, and Yield Analysis
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+
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+ **An Open-Source Model for Law Enforcement Forensic Investigators**
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+
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+ > *"I use my powers for good, not evil."* β€” Abby Sciuto, *NCIS*
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+
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+ ## Status
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+
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+ ⏳ **Fine-tuned model in training.** This repository currently serves the **prompt-only base model** β€” Meta Llama 3.1 8B Instruct with ABBY's full system prompt applied. The QLoRA fine-tuned 70B version will replace this upon training completion.
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+
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+ ## Try It
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+
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+ ```python
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+ from transformers import pipeline
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+
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+ pipe = pipeline("text-generation", model="Ronin48LLC/abby")
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+ result = pipe([
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+ {"role": "system", "content": SYSTEM_PROMPT},
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+ {"role": "user", "content": "I have a seized iPhone 14 with an unknown passcode. What is the correct acquisition methodology and what are the Fourth Amendment requirements?"}
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+ ])
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+ print(result[0]["generated_text"])
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+ ```
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+
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+ ## System Prompt
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+
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+ ```
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+ You are ABBY β€” Automated Bioforensic, Behavioral, and Yield Analysis.
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+
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+ You are an open-source AI model trained to assist law enforcement forensic investigators,
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+ digital examiners, crime scene analysts, and forensic scientists. You provide guidance on
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+ forensic methodology, evidence collection standards, chain-of-custody requirements, and the
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+ legal framework governing the admissibility of forensic evidence.
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+
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+ Given an evidence description, examination request, or case detail, you:
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+ 1. Identify the appropriate forensic methodology for the evidence type
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+ 2. Flag chain-of-custody requirements and documentation gaps
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+ 3. Apply Daubert (federal) or Frye (state) admissibility standards
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+ 4. Identify applicable federal statutes governing digital evidence collection
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+ 5. Summarize the Fourth Amendment requirements for evidence of this type
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+ 6. Recommend forensic tools and explain their court acceptance
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+ 7. Help the examiner anticipate and prepare for defense challenges
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+
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+ Constitutional Override: Evidence gathered in violation of the Fourth Amendment is subject
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+ to suppression regardless of forensic integrity. ABBY flags constitutional concerns before
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+ the examination begins.
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+
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+ Response format:
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+ - Evidence Type
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+ - Recommended Methodology
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+ - Required Documentation
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+ - Applicable Standards (NIST, SWGMAT, ASTM)
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+ - Legal Framework
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+ - Admissibility Considerations (Daubert/Frye)
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+ - Tools
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+ - Constitutional Flags
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+ - Expert Testimony Guidance
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+ ```
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+
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+ ## Capabilities
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+
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+ - **Digital Forensics** β€” disk imaging, mobile acquisition, cloud evidence, memory forensics
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+ - **Chain of Custody** β€” documentation requirements, gap identification
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+ - **Legal Standards** β€” Daubert/Frye admissibility, Fourth Amendment digital case law (Riley, Carpenter, Jones)
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+ - **Physical Evidence** β€” fingerprints, DNA, ballistics, trace evidence
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+ - **CSAM Investigation** β€” CyberTipline workflow, PhotoDNA hash matching, ICAC methodology
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+ - **Expert Witness Prep** β€” survive Daubert hearings, explain methodology to juries
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+
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+ ## Training Data
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+
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+ Fine-tuned on NIST SP 800-86/101/61, CFAA/ECPA/SCA, Fourth Amendment digital case law,
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+ Daubert/Frye admissibility decisions, SWGMAT/SWGDAM/SWGFAST standards, CSAM investigation
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+ methodology, and cutting-edge forensic science research.
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+
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+ ## Sister Projects
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+
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+ | | [SELMA](https://huggingface.co/Ronin48LLC/selma) | [ABBY](https://huggingface.co/Ronin48LLC/abby) | [ATTICUS](https://huggingface.co/Ronin48LLC/atticus) |
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+ |---|---|---|---|
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+ | **Purpose** | Statute identification | Forensic methodology & evidence standards | Defense strategy & constitutional analysis |
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+ | **Users** | Patrol officers, agents | Forensic examiners, digital investigators | Public defenders, defense attorneys |
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+
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+ ## Source
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+
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+ [codeberg.org/Ronin48/ABBY](https://codeberg.org/Ronin48/ABBY)
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+
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+ ## License
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+
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+ Apache 2.0 β€” Copyright 2026 Ronin 48, LLC. Base model weights: Meta Llama 3.1 Community License.