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README.md

@@ -5,8 +5,6 @@ tags:
   - legal
   - legal-ai
   - law
-  - lawyer
-  - attorney
   - ohio
   - ohio-law
   - family-law
@@ -24,114 +22,70 @@ tags:
   - cross-examination
   - evidence-rules
   - objections
+  - discovery
+  - subpoena
+  - interrogatories
+  - depositions
+  - motion-drafting
   - legal-assistant
   - legal-reasoning
   - qwen2.5
   - lora
   - gguf
   - fine-tuned
-  - instruction-tuned
   - sft
 pipeline_tag: text-generation
 datasets:
   - ProSeAI/ProSe-Ohio-corpus
 base_model: Qwen/Qwen2.5-14B-Instruct
-model-index:
-  - name: ProSe-Ohio-14B
-    results: []
 ---
 
-# ProSe-Ohio-14B — Legal AI for Ohio Family Law
+# ProSe-Ohio-14B — Free Legal AI for Parents Who Can't Afford a Lawyer
 
-**Open-source legal AI trained on 13,350+ Ohio family law instruction pairs.** Designed to help pro se litigants (self-represented parties) navigate Ohio family court — custody, divorce, parental rights, juvenile court, and domestic relations.
+> **[ProSe AI](https://huggingface.co/ProSeAI)** — open-source AI for pro se litigants.
 
-> Part of [ProSe AI](https://huggingface.co/ProSeAI) — free, open-source AI tools for people who can't afford a lawyer.
+## The Problem
 
-## 🚧 Status: Training In Progress
+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.
 
-### GGUF Downloads (Coming Soon)
+## What This Model Does
 
-| Quantization | Size | Min RAM | Best For |
-|-------------|------|---------|----------|
-| **Q5_K_M** | ~10 GB | 16 GB | Best quality for home use |
-| **Q4_K_M** | ~8 GB | 12 GB | Runs on most modern laptops |
-| LoRA adapter | ~200 MB | 48 GB + base | For researchers & developers |
+ProSe-Ohio-14B is your legal guide through 12 steps of a family court case:
 
-## What This Model Knows
+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
 
-### Ohio Family Law
-- Ohio Revised Code §3109 — custody, shared parenting, parental rights
-- Best interest of the child factors (ORC §3109.04(F)(1))
-- Custody modification standards (change in circumstances)
-- Juvenile court procedure and jurisdiction
-- Guardian ad Litem (GAL) practice and standards
-- Parental alienation recognition and case law
+### Zero Assumed Knowledge
 
-### Trial Skills for Self-Represented Parties
-- **Cross-examination**: Pozner & Dodd Chapter Method, Irving Younger's 10 Commandments
-- **Direct examination**: NITA method adapted for pro se litigants
-- **Evidence foundation**: Step-by-step process for admitting text messages, documents, photos, recordings
-- **Objections**: 8 most common objections with Ohio Evidence Rule citations
-- **Evidence SWOT analysis**: Framework for evaluating your case's strengths and weaknesses
-- **GAL cross-examination**: How to challenge a GAL report methodically
+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.
 
-### Ohio Rules of Evidence
-- All 89 rules across 11 articles
-- Hearsay exceptions (Rules 803/804) — what the other parent said IS admissible
-- Authentication (Rules 901/902) — how to get your evidence admitted
-- Privilege (Rules 501/502)
-- Expert testimony (Rule 702)
+## Status: Data Quality Overhaul In Progress
 
-### Case Law
-- 515+ Ohio appellate and Supreme Court custody opinions
-- US Supreme Court parental rights landmarks (Santosky v. Kramer, Stanley v. Illinois, Troxel v. Granville)
+Training is **blocked** until data quality is verified. We cleaned 13,419 SFT pairs and are now:
+- Validating every pair with Gemini (accuracy, Ohio-specific, zero-knowledge readable)
+- Generating 1,700 new pairs for critical gaps (discovery, filing, courtroom procedure)
 
-## Architecture
+### GGUF Downloads (Coming After Training)
 
-| Detail | Value |
-|--------|-------|
-| Base model | [Qwen 2.5 14B Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct) |
-| Parameters | 14.7B (13.1B non-embedding) |
-| Context window | 128K tokens |
-| Fine-tuning | LoRA (MLX on Apple Silicon) |
-| Training data | 13,350+ supervised pairs from public records |
-| License | Apache 2.0 |
-
-## Model Family
-
-| Model | Purpose | Size |
-|-------|---------|------|
-| **ProSe-Ohio-14B** (this) | Legal reasoning & trial prep | Q5_K_M ~10GB |
-| [ProSe-Ohio](https://huggingface.co/ProSeAI/ProSe-Ohio) | Document retrieval & citation verification | 149.7M |
-| ProSe-Ohio-7B-Legal | Lightweight public model | Q4_K_M ~4GB |
-
-## Who This Is For
-
-✅ **Pro se litigants** preparing for Ohio family court
-✅ **Legal aid organizations** serving low-income clients
-✅ **Law students** studying Ohio family law
-✅ **Researchers** working on legal AI
-
-❌ This is NOT a substitute for a licensed attorney
-❌ Do NOT rely solely on AI for legal decisions
+| Quantization | Size | Min RAM |
+|-------------|------|---------|
+| **Q5_K_M** | ~10 GB | 16 GB |
+| **Q4_K_M** | ~8 GB | 12 GB |
 
 ## Training Data
 
-All training data is from **public records** — court opinions, statutes, and rules of evidence. No private or privileged information.
-
+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).
 
 ## License
-
-Apache 2.0 — use it however you want.
-
-## Citation
-
-```bibtex
-@misc{proseohio14b,
-  title={ProSe-Ohio-14B: Legal AI for Ohio Family Law},
-  author={ProSe AI},
-  year={2026},
-  url={https://huggingface.co/ProSeAI/ProSe-Ohio-14B}
-}
-```
+Apache 2.0 — free to use.