docs: original SZL Unsloth method note (LIVE vs CUTTING, no Studio clone)

README.md

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+---
+license: apache-2.0
+task_categories:
+  - text-generation
+language:
+  - en
+tags:
+  - szl-holdings
+  - unsloth
+  - qlora
+  - receipts
+  - doctrine-v11
+  - proposal-only
+pretty_name: Receipted Unsloth (SZL method)
+---
+
+# Receipted Unsloth
+
+How SZL Holdings actually trains. Silhouette from Unsloth QLoRA. Cut is original SZL. We do not republish Unsloth Studio, Desktop, copy, code, or someone else's tensors.
+
+Collection: [Receipted Unsloth — LIVE](https://huggingface.co/collections/SZLHOLDINGS/receipted-unsloth-live-6a91baafa72e0b7a20f4f7d5)
+
+## The house loop
+
+1. Disclose the Apache base (`Qwen/Qwen2.5-*` or `Qwen/Qwen3.5-0.8B`).
+2. Train with Unsloth `FastLanguageModel` QLoRA on owner metal or HF Jobs (`uv run` + `HF_TOKEN`).
+3. Bind dataset SHA-256, LoRA knobs, seed, and loss into a training receipt.
+4. Push adapter or merge only with that receipt. No receipt = ROADMAP, not a model.
+5. Serve GGUF on `szl-model-inference-lab`. `szl-forge-lab` is a SNAPSHOT evidence console, not a trainer.
+6. Weights propose (`decision=DRAFT`, `approvalRequired=true`, `executed=false`). A controller outside the weights gates. A human approves.
+
+## Repeated knobs (MEASURED in scripts, not a performance claim)
+
+| Knob | House value |
+|---|---|
+| seed | 11 |
+| LoRA r / alpha | 16 / 32 |
+| lr | 2e-4 |
+| optim | adamw_8bit |
+| loss | response-only CE (Chaski) |
+| doctrine rows | 41 MEASURED in `SZLHOLDINGS/szl-1-doctrine-sft` |
+| Λ | Conjecture 1, never a theorem |
+| doctrine | v11 LOCKED 749/14/163 |
+
+Source kit: [szl-holdings/szl-forge](https://github.com/szl-holdings/szl-forge) (`train_szl.py`, Unsloth QLoRA, GGUF rebirth). Hub Jobs scripts: `SZLHOLDINGS/chaski/train_chaski.py`.
+
+## LIVE vs CUTTING (2026-08-28)
+
+| Artifact | Class | Evidence |
+|---|---|---|
+| [SZL-Forge-1.5B-ReceiptAgent](https://huggingface.co/SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent) | LIVE weights | owner-signed train/eval receipts |
+| [SZL-Khipu-1.5B](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B) | LIVE weights | trained 2026-07-14 on `betterwithage`, loss 0.0245 **REPORTED** |
+| [SZL-Khipu-1.5B-GGUF](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B-GGUF) | LIVE derivative | served on inference-lab, sha256 matched |
+| [szl-receiptagent-qwen35-0.8b-v2](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) | LIVE adapter | Unsloth tag; 5/5 + 6/6 on a tiny owner gate **MEASURED** for that gate only |
+| [chaski](https://huggingface.co/SZLHOLDINGS/chaski) | CUTTING | Jobs retry `6a91ba00` RUNNING on a10g-small. Adapter not uploaded. No eval this run. |
+| KHIPU-R2 / A11OY-MINI / WILLAY Hub model | CUTTING / ROADMAP | cards, not weights |
+
+HF Jobs exist under org `SZLHOLDINGS`. A job id is not MEASURED training. Trackio on the personal free account returned HTTP 402; logs fell back local. Next runs should pin Trackio to the org Team plan, not `@betterwithage`.
+
+## What we refuse
+
+- Unsloth Studio / Desktop UI, Tauri wrapper, dual-dialect `/v1/messages` clone.
+- Relabeling Khipu GGUF as Chaski.
+- Fake tokens/s. ReceiptAgent 28 tok / 16.274s stays on that card only.
+- Bricklayer / claude.ai / NIM console chrome.
+- Invented evals. `evals: none-this-run` until a held-out k/n exists.
+
+## Famous on purpose
+
+Hub visitors should land on **receipted weights they can run**, not 30 empty cards. Pin this collection. Pin [killinchu](https://huggingface.co/spaces/SZLHOLDINGS/killinchu) and [a11oy](https://huggingface.co/spaces/SZLHOLDINGS/a11oy) as the two shipping flagships. When Chaski finishes with a receipt, add it here. Until then it stays CUTTING.