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
docs(card): Series A KHIPU-R2 lookbook card — cutting, no weights yet
Browse files
README.md
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---
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license: apache-2.0
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library_name: transformers
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pipeline_tag: text-generation
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base_model: Qwen/Qwen3.5-0.8B
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tags:
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- governed-ai
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- receipt-agent
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- proposal-only
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- szl-holdings
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- khipu
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- series-a
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---
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# KHIPU-R2 — cutting
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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.
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**Silhouette:** small instruct (Qwen3 / Gemma 3 class).
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**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.
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|---|---|
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| **House** | [SZL Holdings](https://huggingface.co/SZLHOLDINGS) |
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| **Line** | Khipu (successor to [`SZL-Khipu-1.5B`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B)) |
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| **Status** | CUTTING · ROADMAP |
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| **License** | Apache-2.0 |
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| **Λ** | Conjecture 1 (never a theorem) |
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| **Doctrine** | v11 LOCKED · 749 / 14 / 163 |
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## What it will do
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- Emit a single JSON **draft** (`decision=DRAFT`, `approvalRequired=true`, `executed=false`).
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- Refuse fabrication of evidence, approval, execution, or MEASURED numbers.
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- Cite honest labels: MEASURED / REPORTED / DECLARED / SIMULATED / UNKNOWN / UNAVAILABLE.
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## What it will not do
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- Not an autonomous agent.
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- Not an authorizer or executor.
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- Not a factual oracle.
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- Not a copy of another house's weights. Fine-tune on SZL-owned, rights-cleared curriculum only.
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## Lineage (intended)
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Previous ready-to-wear: [`SZL-Khipu-1.5B`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B) (Qwen2.5-1.5B QLoRA) and [`szl-receiptagent-qwen35-0.8b-v2`](https://huggingface.co/SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2) (MEASURED 5/5 JSON + 6/6 adversarial refusals on a small preregistered gate, not a public benchmark).
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R2 is the recut: newer small-instruct silhouette, same house rules, card-before-weights.
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## Evidence bound
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No training receipt is committed here yet. Until `training_receipt.signed.json` exists, every capability sentence on this card is **ROADMAP**, not MEASURED.
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