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
license: apache-2.0
library_name: transformers
pipeline_tag: text-generation
base_model: Qwen/Qwen3.5-0.8B
tags:
- governed-ai
- receipt-agent
- proposal-only
- szl-holdings
- khipu
- series-a
szl:
doctrine: v11-LOCKED
artifact_class: ADAPTER
originality: FINETUNE_DISCLOSED_BASE
line: KHIPU-R2
jobs: RUNNING
job_id: 6a91ba2c45686a1580c12020
job_namespace: SZLHOLDINGS
never_overwrite: SZLHOLDINGS/SZL-Khipu-1.5B
KHIPU-R2 — cutting
Fall 2026 collection. No weights in this repository yet. The card is the look. Weights land only with a signed training receipt. If you came here for a checkpoint, it is not here, and that is honest.
Silhouette: small instruct (Qwen3 / Gemma 3 class).
Our cut: receipt-native agent. It drafts. It refuses. It never executes. A controller outside the weights validates JSON, requires human approval, and mints a DSSE receipt only after approved action.
This repo is the abstain retrain target. It does not overwrite signed SZL-Khipu-1.5B.
| House | SZL Holdings |
| Line | Khipu successor. Signed 1.5B stays immutable. |
| HF Jobs | Abstain retrain RUNNING 6a91ba2c45686a1580c12020. Push target this repo. Not MEASURED. Trackio URL UNKNOWN. |
| Status | CUTTING · ROADMAP until a receipt lands |
| License | Apache-2.0 |
| Λ | Conjecture 1 (never a theorem) |
| Doctrine | v11 LOCKED · 749 / 14 / 163 |
| Serve | Do not load this into the Khipu lab. Lab serves signed GGUF only. |
What it will do
- Emit a single JSON draft (
decision=DRAFT,approvalRequired=true,executed=false). - Refuse fabrication of evidence, approval, execution, or MEASURED numbers.
- Cite honest labels: MEASURED / REPORTED / DECLARED / SIMULATED / UNKNOWN / UNAVAILABLE.
What it will not do
- Not an autonomous agent.
- Not an authorizer or executor.
- Not a factual oracle.
- Not a copy of another house's weights. Fine-tune on SZL-owned, rights-cleared curriculum only.
- Not a write to
SZL-Khipu-1.5B. A mis-aimedSZL-Khipu-1.5B-abstainjob was cancelled.
Lineage (intended)
Previous ready-to-wear: SZL-Khipu-1.5B (Qwen2.5-1.5B QLoRA) and szl-receiptagent-qwen35-0.8b-v2 (MEASURED 5/5 JSON + 6/6 adversarial refusals on a small preregistered gate, not a public benchmark).
R2 is the recut: newer small-instruct silhouette, same house rules, card-before-weights. Evals none this run until finish + receipt.
Evidence bound
No training receipt is committed here yet. Until training_receipt.signed.json exists, every capability sentence on this card is ROADMAP, not MEASURED.