SZLHOLDINGS/receipted-unsloth

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

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 (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	LIVE weights	owner-signed train/eval receipts
SZL-Khipu-1.5B	LIVE weights	trained 2026-07-14 on betterwithage, loss 0.0245 REPORTED
SZL-Khipu-1.5B-GGUF	LIVE derivative	served on inference-lab, sha256 matched
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	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 and a11oy as the two shipping flagships. When Chaski finishes with a receipt, add it here. Until then it stays CUTTING.