Text Generation
PEFT
Safetensors
English
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
metadata
license: apache-2.0
tags:
- roadmap
- not-a-checkpoint
- szl-holdings
- series-a
- doctrine-v11
- khipu
KHIPU-R2
ROADMAP. This Hub ID is the named next Khipu revision. There are no weights on this ID. Do not from_pretrained("SZLHOLDINGS/KHIPU-R2"). Live weights are SZL-Khipu-1.5B, not this ID. This repo does not overwrite the signed 1.5B.
Train scripts may exist here. Scripts are not a checkpoint. Training is ROADMAP. Weights are UNAVAILABLE.
What
- A reserved name for a future Khipu revision (abstain retrain / successor line).
- Files on Hub 2026-08-28 1:18 PM ET:
train_khipu_r2.py,train_khipu_abstain.py— source, not tensors.
What-NOT
- Not a trained next Khipu. Not an adapter on Hub. Not
base_model: Qwen/Qwen2.5-1.5B-Instructwith relationadapter. - Not a replacement for
SZL-Khipu-1.5B. Never overwrite that ID from this one. - Not MEASURED capability. A job id is not a checkpoint.
Status
| Thing | Label | Method / N / date / what-NOT |
|---|---|---|
| Weights | UNAVAILABLE | Hub file list 2026-08-28 1:18 PM ET. N=0 safetensors / GGUF / adapter. Files present: README + two train scripts. |
| Training | ROADMAP | Scripts REACHABLE on this repo. No signed training_receipt + tensors together on Hub. What-NOT: a script is not a trained model. |
| HF Job | REPORTED | Job id 6a91bf11984507d9db4ea104 (link) — REPORTED from the prior card / Hub jobs, 2026-08-28. What-NOT: REPORTED is not MEASURED; this does not prove adapters exist on this ID. |
| Evals | ROADMAP | No eval receipt on this ID. N=0. Do not reuse Khipu 1.5B k/n as R2 scores. |
| Inference | UNAVAILABLE | Lab load forbidden. Lab serves signed GGUF only. |
Live weights (different IDs)
Tensors that actually load today:
SZLHOLDINGS/SZL-Khipu-1.5BandSZL-Khipu-1.5B-GGUFSZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgentSZLHOLDINGS/chaski— adapter + merged 16-bit on Hub; job ERROR; evals UNAVAILABLE; not production
Doctrine
Doctrine v11. Λ (lambda) = Conjecture 1 — advisory, never green, never a theorem.
Honesty labels: MEASURED · REPORTED · DERIVED · MODELED · SNAPSHOT · REACHABLE · UNAVAILABLE · ROADMAP · CONJECTURE. Every number carries method / N / date / what-NOT. No model-index. No invented evals.