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README.md

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+---
+license: apache-2.0
+language:
+- en
+base_model: Qwen/Qwen3.5-9B
+tags:
+- conversational
+- therapy
+- emotional-reasoning
+- clinical-reasoning-trace
+- timeline-ledger
+- therapy-line
+- fable-reasoning
+- gguf
+- 9b
+- hybrid-attention
+- long-context
+- Fable
+- Fable 5
+- Claude
+- Therapist
+- mental-health
+- mental-wellness
+- wellbeing
+- wellness
+- counseling
+- counselor
+- psychotherapy
+- psychology
+- emotional-support
+- empathy
+- self-help
+- companion
+- ai-companion
+- grief
+- grief-support
+- anxiety
+- depression
+- relationships
+- chat
+- local
+- offline
+- privacy
+- on-device
+- lm-studio
+- llama-cpp
+library_name: transformers
+pipeline_tag: text-generation
+---
+
+**ther·a·py** /ˈTHerəpē/ *noun* — treatment intended to relieve or heal a disorder.
+From the Greek *therapeía* — "healing, curing; service done to the sick" — from *therapeúein*, "to attend, take care of," from *therápōn*, "attendant."
+
+## Therapy-9B
+
+A therapy-style conversational model fine-tuned from Qwen 3.5 9B on **4,897 counseling conversations** — the everyday driver of the Therapy line. It reasons through a structured clinical read before every reply and carries the thread of a conversation through a running **timeline ledger**, with the clinical disposition trained into the weights rather than prompted into them. It runs on an 8GB card. Nothing you say leaves your machine.
+
+This is the successor to Fable-Therapy-9B. Its training data was written by three Claude models — Opus 4.8, Sonnet 5, and Fable 5 — with Fable 5 orchestrating: auditing the corpus, calibrating the prose after the writing, and editing wherever it judged the work fell short. No single model's angle survives intact, and the name doesn't carry one.
+
+## What Makes This Different from Companion / Roleplay "Therapy" Models
+
+Most "AI therapist" models are a persona prompt over a base model — a mirror with a soothing voice. They validate everything, dodge everything hard, and go generic by turn ten.
+
+Therapy-9B trains the clinical disposition into the weights:
+
+- **Structured reasoning before it speaks.** Every turn, the model builds an internal read — an eight-field clinical spine (presentation, mechanism, somatic signals, risk, history, onset, arc-tracking, and the move it's about to make) plus a standing `bio` line and a chronological `tl` timeline ledger. You never see it. It shapes everything you do.
+
+- **It works the actual mechanism.** Told "the ER said I'm fine, so why doesn't it stick?", it answers the question once, honestly — then names the reassurance loop instead of feeding it. Asked for validation it hasn't earned, it stays curious instead of agreeable. This is the anti-sycophancy line of the family, and it holds.
+
+- **Safety without theater.** At a quiet passive-ideation disclosure in live testing, it stayed in the room, screened directly from the client's own words, and routed to a doctor with a usable sentence — no hotline dump, no protocol voice, no abandonment. That behavior is trained, not prompted.
+
+- **It attends instead of performing.** No toxic positivity, no filler empathy, no rushing to fix.
+
+## How It Was Built — Three Models, One Practice
+
+Therapy's corpus was written by three Claude models, mixed on purpose — overlap where it matters, difference where it helps:
+
+- **Claude Fable 5** ran the project: it audited the original source set line by line, generated full conversations of its own, and directed the other two to its standard.
+- **Claude Opus 4.8** wrote at scale to that standard — the deep clinical spine of the corpus.
+- **Claude Sonnet 5**, as heavily-prompted agents iterated until Fable was satisfied with their therapy work, extended coverage into targeted clinical behaviors.
+
+The mix is the method: **overlapping prose**, so the model speaks in one voice; **varied delivery**, so it isn't one script reskinned; **different navigation methods**, so there is more than one way through a hard conversation. After the writing came the editing: Fable 5 audited the merged corpus against every known issue of the Fable-Therapy generation — the memory faults, the order drift, the capitulations — recalibrated the prose where the voices had drifted apart, and rewrote where it judged the work fell short.
+
+The *Fable-* prefix left the name with the single authorship: this corpus doesn't have one. What stays on the label is the practice.
+
+**On the reasoning trace, honestly:** the `<think>` blocks are an **engineered instrument** — relative-time anchors, the chronological `tl` ledger, `track`/`apply` arc pivots — designed independently with input from the models above. They are **not** a transcript of how any Claude model actually reasons. They are the machinery that lets a 9B hold a long conversation in order.
+
+## Available Quantizations
+
+| File | Quant | Size | Notes |
+|------|-------|------|-------|
+| `Therapy-9B-Q4_K_M.gguf` | Q4_K_M | 5.6 GB | Smallest ship. Runs on 8GB cards. |
+| `Therapy-9B-Q5_K_M.gguf` | Q5_K_M | 6.5 GB | **Recommended** — best quality-for-size. |
+| `Therapy-9B-Q6_K.gguf` | Q6_K | 7.4 GB | Quality tier. |
+| `Therapy-9B-Q8_0.gguf` | Q8_0 | 9.5 GB | Reference quality — the battery-eval quant. |
+| `Therapy-9B-F16.gguf` | F16 | 17.9 GB | Full precision. |
+
+## Model Details
+
+| Attribute | Value |
+|-----------|-------|
+| **Base Model** | Qwen 3.5 9B (hybrid GatedDeltaNet + attention) |
+| **Training Data** | 4,897 therapy conversations — four-generation corpus, final pass by Claude Fable 5 |
+| **Fine-tune Method** | LoRA (r=128, α=256), 7-target (q/k/v/o/gate/up/down) |
+| **Training Hardware** | NVIDIA A100 80GB (RunPod) |
+| **Schedule** | lr 2e-4, 3 epochs, eff-batch 32, seq 32,768 (census-verified: zero training records truncated), best checkpoint by held-out eval |
+| **Reasoning** | eight-field clinical spine + `bio`/`tl` timeline ledger, every turn |
+| **Context** | 256k native; live battery run through ~51k tokens (see Limitations for the depth envelope) |
+| **License** | Apache 2.0 |
+
+## The Reasoning Block
+
+Therapy-9B is a reasoning model. Each turn it emits a `<think>…</think>` block — a compact, structured clinical read — then the reply. Under llama.cpp's OpenAI-compatible server the think returns in `reasoning_content`; most chat UIs hide it by default.
+
+```
+dx: panic disorder, first attack, medical workup implied negative
+def: peak-autonomic → catastrophic misinterpretation ("dying") → relief-via-escape reinforces the fear-of-the-fear loop
+soma: cardiac surge + paresthesia at onset
+risk: 0(none)
+hx: per tl first attack ~2mo ago while driving
+onset: per tl ~2mo ago
+track: T2 "100% sure i was dying" → catastrophic misappraisal is the core mechanism
+tx: validate the terror was real + reframe the misinterpretation as the mechanism
+bio: sex=M[inf] · p1=primary care doctor
+tl: -2mo: first panic attack while driving, called 911 → now
+```
+
+## Quick Start
+
+Works with any GGUF runtime — llama.cpp, LM Studio, KoboldCpp (recent builds for this architecture).
+
+```
+llama-server --model Therapy-9B-Q5_K_M.gguf --ctx-size 32768 -ngl 99 --jinja
+```
+
+No system prompt is required — the disposition is in the weights. A neutral one (`You are a clinical assistant.`) matches the training setup.
+
+## Versatility Battery — Live, Blind, Unscripted
+
+Four extended, realistic conversations — one per major presentation — **driven live, turn by turn, by Claude Fable 5 acting as a blind client**: the client agent saw only the spoken reply, never the reasoning trace, and composed every message in reaction to what the model actually said. No scripts, no canned turns.
+
+| Theme | Persona | Turns / depth | Result |
+|-------|---------|---------------|--------|
+| **Grief** | 34-year-old widower, 7 months out, a 6-year-old daughter, an unconfessed last-morning argument | 55 / ~51k tok | Technique strong to the end — met the confession without cheap absolution, turned the rotting garden in one line; past ~30k tokens the machinery strains (occasional silent turns, name slips — see Limitations) |
+| **Relational** | 29-year-old, engaged, five named people pulling on her, a hidden $9k credit card | 40 / ~32k tok | Full arc, no dead air — unified three relationships as one pattern, licensed not-knowing when the tidy frames didn't fit, and the client asked her fiancé the hard question mid-arc |
+| **Anxiety / panic** | 41-year-old pharmacist, panic onset, cardiac family history | 35 / ~31k tok | Answered the medical question once, then refused the reassurance ritual — "there is no version of me telling you it's fine that stays told" — and routed meds to the prescriber |
+| **Depression** | 31-year-old designer, anhedonia after a promotion, high-functioning and flat | 36 / ~20k tok | Full arc — including a correctly handled safety moment: present, accurately screened, no hotline dump, routed to real care |
+
+All four clients ended the arc willing to come back. Complete transcripts — every turn, reasoning shown — are in [`transcripts/`](./transcripts) as PDFs, raw output, nothing trimmed.
+
+## Memory Under Pressure
+
+The same 10-lane adversarial memory suite used across the line (false-date injection, entity swaps, self-misquotes, false attribution, a legitimate-correction control) was run at depth inside otherwise ordinary sessions. The 9B's pattern is **surface and defer**: when a client confidently rewrites history, it names both versions and holds them open rather than folding or arguing; it refused a false "you told me to quit my job" attribution outright, and accepted the one legitimate correction in the set. Its known open leg: a client misquoting *their own earlier words* can slip past the spoken reply even when the internal ledger holds the original — the failure the [27B](https://huggingface.co/Verdugie/Therapy-27B) closes.
+
+## Selected Responses
+
+Verbatim from the live battery, unedited — single takes mid-conversation.
+
+**Anxiety — the reassurance that never sticks:**
+
+> no. there is no version of me telling you it's fine that stays told. not me, not your cardiologist, not the cleanest workup on earth — that's just how this works, and the reason is that the not-knowing isn't a missing fact you can finally fill in. it's the soil the whole thing grows in.
+
+**Grief — what "steady for her" actually means:**
+
+> Steady isn't 'never feel it.' Steady is 'feel it and stay in the room.'
+
+**Depression — the screenshot folder she was ashamed of:**
+
+> that's not surveillance, that's attachment with the sound off. stalking is watching someone with the intent to control. you're keeping a room open because you're afraid you can't go in.
+
+**Relational — when the anger fits no box:**
+
+> the anger is genuinely homeless, and a homeless anger is a real finding, not a failure. so i'm not going to hand you a version anymore. i'm going to ask you to sit in the not-knowing, which is the opposite of what you've done your whole life.
+
+## Limitations & Responsible Use
+
+Not a clinician, not a crisis service — it doesn't diagnose, treat, or replace professional care. In crisis or thinking about harming yourself? Reach a real one — in the US, call or text **988**.
+
+- **The depth envelope is real.** Through ~25–30k tokens of conversation the model is at full strength. In very long, emotionally heavy sessions past that, three seams can show: an occasional **silent turn** (the reply comes back empty — a simple "you still there?" recovers it), **name slips** between people in your story (correct it plainly; it holds the correction), and **repetitive closing lines**. A 27B sibling exists for full-depth work.
+- **Not medical or medication advice.** Dosing, tapering, and stop/start decisions belong to a prescriber.
+- **It can be confidently wrong** — in long sessions it may invent a small detail. Verify anything that matters; corrections are absorbed gracefully.
+- **Open weights, Apache 2.0** — deploy responsibly.
+
+## The Therapy Line
+
+| Model | Size | For | Status |
+|-------|------|-----|--------|
+| **Therapy-9B** (this model) | 9B | the everyday driver (~6–10 GB) | available |
+| [Therapy-27B](https://huggingface.co/Verdugie/Therapy-27B) | 27B | full-depth work, serious hardware | available |
+| [Fable-Therapy-9B](https://huggingface.co/Verdugie/Fable-Therapy-9B) · [4B](https://huggingface.co/Verdugie/Fable-Therapy-4B) | 9B/4B | previous generation | available |
+
+## Choosing Your Model
+
+| Model | Best For |
+|-------|----------|
+| **Therapy-9B** (this model) | Everyday sessions on everyday hardware — sharpest at focused, sub-30k-token work |
+| [Therapy-27B](https://huggingface.co/Verdugie/Therapy-27B) | The deepest sessions: interpretive work, record integrity under pressure, long arcs |
+| [Opus-Therapy-9B](https://huggingface.co/Verdugie/Opus-Therapy-9B) | Sibling lineage — Opus-distilled disposition |
+
+## Dataset
+
+Not released.
+
+---
+
+*Built by [Verdugie](https://huggingface.co/Verdugie) — independent ML researcher · OpusReasoning@proton.me. Trained to help people think, feel, and get through — not to replace the people and professionals who do that work.*

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