---
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.