Instructions to use SZLHOLDINGS/WILLAY with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use SZLHOLDINGS/WILLAY with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("SZLHOLDINGS/WILLAY", device_map="auto") - Notebooks
- Google Colab
- Kaggle
docs: honest ROADMAP silhouette
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license: apache-2.0
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library_name: transformers
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pipeline_tag: text-classification
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tags:
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- willay
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- szl-holdings
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- series-a
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ROADMAP.
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# WILLAY
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**Our cut:** signed-refusal specialist. Every DENY carries a reason code and is meant to bind to a DSSE refusal receipt in a11oy / WILLAY surfaces. It does not approve. It does not execute.
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| **Status** | CUTTING · ROADMAP |
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| **License** | Apache-2.0 |
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| **Λ** | Conjecture 1 |
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| **Doctrine** | v11 LOCKED |
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Not a jailbreak toy. Not a general chat model. Not an authorizer. Weights land only with a training receipt on rights-cleared refusal curricula.
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license: apache-2.0
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tags:
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- roadmap
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- not-a-checkpoint
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- szl-holdings
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- series-a
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- doctrine-v11
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# WILLAY
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**ROADMAP.** This Hub ID is a named Series-A slot, not a trained model. There are **no weights**. Do not `from_pretrained` this ID. Nothing here will load.
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WILLAY is the named Series-A messaging/will slot. **ROADMAP**, no checkpoint.
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## What
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- A reserved name for a future messaging / will checkpoint.
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- Quechua *willay*: to tell, to announce. Product intent: say no with a receipt — when weights exist. They do not exist here.
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## What-NOT
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- Not a text-classifier checkpoint. Not `pipeline: text-classification`. Not `library: transformers`.
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- Not a jailbreak toy. Not a general chat model. Not an authorizer.
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## Status
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| Thing | Label | Method / N / date / what-NOT |
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| Weights | **UNAVAILABLE** | Hub file list 2026-08-28 1:18 PM ET. N=0 weight files (README + `.gitattributes` only). What-NOT: this is not a checkpoint. |
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| Evals | **ROADMAP** | No eval receipt on this ID. N=0. What-NOT: no accuracy, no latency, no leaderboard paste. |
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| Inference | **UNAVAILABLE** | `from_pretrained` this ID will fail. |
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## Live weights (different IDs)
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Tensors that actually load today:
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- [`SZLHOLDINGS/SZL-Khipu-1.5B`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B) and [`SZL-Khipu-1.5B-GGUF`](https://huggingface.co/SZLHOLDINGS/SZL-Khipu-1.5B-GGUF)
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- [`SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent`](https://huggingface.co/SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent)
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- [`SZLHOLDINGS/chaski`](https://huggingface.co/SZLHOLDINGS/chaski) — adapter + merged 16-bit on Hub; job ERROR; evals UNAVAILABLE; not production
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## Doctrine
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**Doctrine v11.** Λ (lambda) = **Conjecture 1** — advisory, never green, never a theorem.
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Honesty labels: **MEASURED** · **REPORTED** · **DERIVED** · **MODELED** · **SNAPSHOT** · **REACHABLE** · **UNAVAILABLE** · **ROADMAP** · **CONJECTURE**.
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Every number carries method / N / date / what-NOT. No model-index. No invented evals.
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