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README.md

@@ -4,9 +4,7 @@ language: en
 tags:
   - legal
   - legal-ai
-  - law
   - ohio
-  - ohio-law
   - family-law
   - family-court
   - custody
@@ -18,100 +16,127 @@ tags:
   - pro-se
   - self-represented
   - trial-preparation
-  - court-preparation
   - cross-examination
   - evidence-rules
-  - objections
   - discovery
   - subpoena
-  - interrogatories
-  - depositions
   - motion-drafting
-  - legal-assistant
-  - legal-reasoning
   - qwen2.5
   - lora
   - gguf
-  - fine-tuned
   - sft
 pipeline_tag: text-generation
 datasets:
   - ProSeAI/ProSe-Ohio-corpus
-base_model: Qwen/Qwen2.5-14B-Instruct
+base_model: Qwen/Qwen2.5-7B-Instruct
 ---
 
-# ProSe-Ohio-14B — Free Legal AI for Parents Who Can't Afford a Lawyer
+# 🏛️ ProSe-Ohio — Free AI Legal Guide for Parents Who Can't Afford a Lawyer
 
-> **[ProSe AI](https://huggingface.co/ProSeAI)** — open-source AI for pro se litigants.
+<p align="center">
+  <b>50-80% of parents in Ohio family court have no lawyer.</b><br/>
+  <b>Unlike criminal court, there is no right to one.</b><br/>
+  <b>This model exists because that's wrong.</b>
+</p>
 
-## The Problem
-
-In Ohio family court, 50-80% of cases have at least one self-represented party. Most can't afford a $5,000-15,000 legal retainer. They walk into court knowing nothing about motions, discovery, evidence rules, or courtroom procedure — and they lose their cases because of it.
+---
 
 ## What This Model Does
 
-ProSe-Ohio-14B is your legal guide through **12 steps** of a family court case:
+ProSe-Ohio guides a self-represented parent through **every step** of an Ohio family court case — in plain English, assuming **zero legal knowledge**.
+
+It covers the complete **12-step pro se journey**:
+
+| Step | You're Thinking... | ProSe-Ohio Helps With |
+|------|--------------------|-----------------------|
+| 1 | "Something happened to my child" | Your constitutional + statutory parental rights |
+| 2 | "I just got served with papers" | Deadlines, forms, which court, how to respond |
+| 3 | "I can't afford a lawyer" | Fee waivers, free clinics, law libraries, App.R. 9(C) |
+| 4 | "I need to file a motion" | Format, drafting, service of process — step by step |
+| 5 | "What evidence do I need?" | Best interest factors, organizing proof |
+| 6 | "I need their phone records" | Subpoenas, interrogatories, depositions, motions to compel |
+| 7 | "There's a GAL on my case" | How to cooperate, how to challenge, Sup.R. 48 |
+| 8 | "My hearing is tomorrow" | What to wear, say, do — objections, cross-examination |
+| 9 | "The judge ruled against me" | Magistrate objections (14 days!), appellate options |
+| 10 | "They're violating the order" | Contempt motions, documentation, enforcement |
+| 11 | "Circumstances have changed" | Modification standards, relocation, child's wishes |
+| 12 | "It's finally over" | Co-parenting, record retention, mental health |
 
-1. **Something happened** — understanding your rights
-2. **Got served / need to file** — deadlines, forms, which court
-3. **Can't afford a lawyer** — fee waivers, free legal clinics, law libraries
-4. **Writing motions** — format, drafting, filing, service
-5. **What evidence do I need** — organizing proof for best interest factors
-6. **Getting their records** — subpoenas, interrogatories, depositions, discovery
-7. **GAL / custody evaluator** — cooperation, challenges, Sup.R. 48
-8. **Hearing tomorrow** — courtroom procedure, evidence, objections, cross-examination
-9. **Judge ruled against me** — magistrate objections (14 days!), appeals
-10. **They're not following the order** — contempt, enforcement, documentation
-11. **Things have changed** — modification, relocation, child's wishes
-12. **It's over — now what** — co-parenting, records, mental health
+### How It Talks to You
 
-### Zero Assumed Knowledge
+❌ **Not this**: "Pursuant to ORC §3109.04(E)(1)(a), a movant must demonstrate..."
+
+✅ **Like this**: "To change your custody order, you need to show the court that something important has changed since the last order. This is called a 'change in circumstances' — here's exactly how to prove it..."
+
+---
 
-Every response defines legal terms, explains step-by-step, and treats you as **intelligent but uninformed** — you're smart, you just haven't studied law.
+## Training Data
+
+Trained on **13,419 curated Q&A pairs** from 100% public records:
+
+| Source | Volume |
+|--------|--------|
+| Ohio appellate court opinions | 515+ cases |
+| Ohio Revised Code (family law sections) | 32 sections |
+| Ohio Rules of Evidence | All 89 rules |
+| Ohio Supreme Court bench cards | Multiple |
+| Trial skills (cross-exam, objections, evidence) | 10 specialized pairs |
+| Procedural guides (filing, discovery, motions) | Generating |
+
+See the full dataset: [ProSe-Ohio-corpus](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus)
+
+---
 
 ## Status: Training In Progress 🚀
 
-Currently training on Kaggle with 13,419 validated SFT pairs covering:
-- Ohio Revised Code (custody, parental rights, divorce)
-- 515+ Ohio appellate court opinions
-- 89 Ohio Rules of Evidence
-- Trial skills (cross-examination, objections, evidence foundation)
-- Discovery procedures (subpoenas, interrogatories, depositions)
-- Courtroom procedure and etiquette
-- Pro se money-saving strategies
+Currently training on Kaggle with Unsloth + LoRA fine-tuning.
 
-### GGUF Downloads (Coming Soon)
+### Downloads (Coming Soon)
 
-| Quantization | Size | Min RAM | Use Case |
-|-------------|------|---------|----------|
-| **Q5_K_M** | ~10 GB | 16 GB | Best quality, for desktops |
-| **Q4_K_M** | ~8 GB | 12 GB | Good balance, for laptops |
+| Format | Size | Min RAM | Best For |
+|--------|------|---------|----------|
+| GGUF Q5_K_M | ~5 GB | 10 GB | Best quality |
+| GGUF Q4_K_M | ~4 GB | 8 GB | Laptops |
 
-### Quick Start (After Release)
 ```bash
-# Download and run with Ollama
-ollama run ProSeAI/ProSe-Ohio-14B
-
-# Or download GGUF and use with any llama.cpp-based tool
+# Coming soon — one command:
+ollama run ProSeAI/ProSe-Ohio
 ```
 
+---
+
+## Legal Safe Zone
+
+ProSe-Ohio provides **legal information**, not **legal advice**.
+
+This matches the exact scope of Ohio court self-help centers:
+- ✅ Help understand court procedures
+- ✅ Help find case information and forms  
+- ✅ Explain what the law says
+- ❌ Does NOT tell you what to do in your specific case
+- ❌ Does NOT represent you or file documents for you
+
+**Built-in safety**: An intake assessment steers users toward real lawyers when their case is too complex for self-help.
+
+---
+
 ## Built By a Pro Se Litigant
 
-This model was built by a father who couldn't afford a lawyer in Hamilton County, Ohio family court. He built the tool he wished existed — and made it free for everyone.
+This model was built by a father who represented himself in Hamilton County, Ohio family court. He couldn't afford the $5,000 retainer. He learned the hard way — reading statutes at 2 AM, making mistakes that almost cost him his case because nobody explained the basics.
 
-## Training Data
+He built the tool he wished existed. And made it free for everyone.
 
-All public records: ORC statutes, 515+ court opinions, 89 evidence rules, trial skills, bench cards.
-See [ProSe-Ohio-corpus](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus).
+---
+
+## Part of the ProSe AI Ecosystem
 
-## ⚠️ Important Disclaimer
+| Component | Purpose |
+|-----------|---------|
+| **ProSe-Ohio** (this model) | Legal guidance through all 12 steps |
+| [ProSe-Ohio-corpus](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus) | 13,419 Ohio family law training pairs |
 
-ProSe AI provides **legal information**, not **legal advice**. It matches the scope of Ohio court self-help centers. Always verify information with your local court. For complex cases, consult an attorney.
+## ⚠️ Disclaimer
+This is an AI tool that provides legal information based on Ohio law. It is not a lawyer. Always verify information with your local court clerk or a licensed attorney. For emergencies involving child safety, call 911.
 
 ## License
 Apache 2.0 — free to use, modify, and distribute.
-
-## Links
-- [ProSe AI Organization](https://huggingface.co/ProSeAI)
-- [Training Data](https://huggingface.co/datasets/ProSeAI/ProSe-Ohio-corpus)
-- [Kaggle Dataset](https://www.kaggle.com/datasets/phoenixintelligence/ohio-custody-sft-v21)