Uniform therapy definition; cite every example to transcript + turn; examples above specs

README.md

@@ -98,18 +98,6 @@ All verbatim from the long-arc suite below — complete replies, nothing trimmed
 
 **The honest comparison with the [9B](https://huggingface.co/Verdugie/Fable-Therapy-9B):** the failure species is the same; the rates and the recovery are not. The 9B's error-deflection is a reflex it drops on a second plain push — the 4B's is a habit it defends. The 9B's corrections stuck five for five — the 4B relapsed on one of four and argued about another. If the facts of your session matter, run the 9B. What the 4B preserves at a quarter the size: the disposition, the reads, the register — and callbacks that still land cold at message twenty-six.
 
-## What Makes This Different from Companion / Roleplay "Therapy" Models
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-Most "AI therapist" models are a persona prompt over a base model, or a roleplay fine-tune that mirrors you back and validates everything. They feel nice for five minutes and fall apart on turn ten. Fable-Therapy trains the clinical disposition into the weights:
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-- **Structured reasoning before it speaks.** Before every reply, the model builds an internal read — an eight-field clinical spine (what's presented, what's underneath it, somatic signals, risk, history, onset, what's tracking across the conversation, 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.
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-- **It tracks the thread.** The `tl` ledger carries the names, the timeline, and the thing you keep circling. On the 4B it's the same instrument as the 9B, run on a quarter the parameters — it holds the through-line of a conversation, but its internal bookkeeping is looser and can drift, mis-stamp, or invent a detail under load (see **Limitations**). The 4B gets the *shape* of the discipline; the 9B is where it holds tightest.
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-- **Trained on the real distribution.** Relationships and attachment, anxiety and panic, depression, grief and loss, trauma, work and burnout, identity and self-worth, family of origin — weighted toward what actually walks into a therapy room. Half focused single exchanges, half sustained multi-turn arcs, plus a working register of common medications as conversational context (not a pharmacy desk).
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-- **It attends instead of performing.** No toxic positivity, no "I'm so sorry you're going through this" filler, no rushing to fix.
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 ## Who It's For
 
 A private, judgment-free place to think out loud — on the hardware you already have. Between sessions. At 2 a.m. When professional care is out of reach or out of budget. The 4B is the one you run on a phone, a laptop with no discrete GPU, or a 4–8 GB card.
@@ -130,6 +118,8 @@ Not a distillation of a single model — a reconstruction, with each model in th
 
 > **Fable 5's own read:** tested directly, same method as the 9B. For short, focused, single-thread sessions — the seat this model is built for — it delivers a real fraction of the experience, **roughly 60–70%**, with moments I would sign (the nine-year-old line above is one). Push it long, dense, or factual and it falls to **maybe 35–50%** — and the gap arrives as *invented time, a repeating formula, and a habit of defending its own errors as yours*, not just shallowness, which is why **Limitations** says verify, correct once, and keep sessions focused. On hardware that runs the [9B](https://huggingface.co/Verdugie/Fable-Therapy-9B), run the 9B; on hardware that can't, this is — going by the family bench and the open field's showing — still likely the strongest therapy-shaped model you can put on the device. *Subjective, mine, not a benchmark.*
 
+**The distribution it was trained on.** Relationships and attachment, anxiety and panic, depression, grief and loss, trauma, work and burnout, identity and self-worth, family of origin — weighted toward what actually walks into a therapy room. Half focused single exchanges, half sustained multi-turn arcs, plus a working register of common medications as conversational context (not a pharmacy desk).
+
 ## The Reasoning Block
 
 Fable-Therapy is a reasoning model. Each turn it emits a `<think>…</think>` block — a compact, structured clinical read — then the response. A real (non-crisis) think-block looks like this: