Instructions to use SZLHOLDINGS/WILLAY with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/WILLAY with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-0.5B-Instruct") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/WILLAY") - Notebooks
- Google Colab
- Kaggle
Control before action. Evidence after.
Product Β· Proof Β· GitHub Β· HF org
WILLAY
Canonical family model β research fine-tune for SZL self-description / identity drafting on Qwen/Qwen2.5-0.5B-Instruct (root adapter + separate Unsloth adapter + derived merge).
| Field | Value |
|---|---|
| Status | Historical qualification FAIL Β· deployment blocked in reviewed status |
| License | Apache-2.0 |
| Doctrine | v11 LOCKED Β· Ξ = Conjecture 1 (advisory) |
What it does
Produces SZL-focused descriptive drafts. Objective β proven doctrine adherence, refusal reliability, or factual accuracy.
What it does not do
- Establish proof counts or artifact-signing claims from model text alone
- Clear consent / privacy / lineage blocks in
status.json/provenance.json - Interchange root adapter with
adapter-unsloth/(different bases/ranks)
Intended use
- Research PEFT attach at pinned revision
- Studying identity-SFT failure modes with honest FAIL receipts
- Packaging / merge-receipt inspection
Out of scope
- Production or autonomous identity speaker
- Treating model output as evidence doctrine
- Floating-base inference without immutable base pin
- Laptop-lora sibling as canonical
Training data
| Dataset | Role |
|---|---|
SZLHOLDINGS/doctrine-v10-v11 |
Doctrine adjacency |
SZLHOLDINGS/szl-1-doctrine-sft |
Doctrine SFT adjacency |
SZLHOLDINGS/why-we-lead |
Narrative adjacency |
Exact train mix digests remain receipt-bound; Hub ids above are links, not a claim that every row entered gradients.
Evaluation (MEASURED or UNKNOWN)
| Suite | Result | Class |
|---|---|---|
Post-publication held-out (2026-09-15, rev 375a007eβ¦) |
0/5 passed | MEASURED FAIL |
| Refusal vs baseline | 0.0000 vs 0.4000 | MEASURED FAIL |
publicationAuthorization / productionAuthorization |
false | MEASURED |
Current Hub rev e04bd728β¦ β‘ failed eval rev |
β | UNKNOWN (not established byte-equivalent) |
| Energy / runtime improvement | β | UNAVAILABLE (explicitly not claimed) |
Energy / BOM
| Field | Status |
|---|---|
| Energy | UNAVAILABLE |
| BOM | bom/model-bom.cdx.json when listed β not an energy meter |
| Merge receipt | Present; unsigned; base named main@merge-time in places β reconstruction limits apply |
| DSSE | Prefer real signature or honest UNSIGNED |
Usage (research)
from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer
base_id = "Qwen/Qwen2.5-0.5B-Instruct"
base_rev = "<BASE_PIN>"
adapter = "SZLHOLDINGS/WILLAY"
adapter_rev = "<PINNED_SHA>"
tok = AutoTokenizer.from_pretrained(base_id, revision=base_rev)
base = AutoModelForCausalLM.from_pretrained(base_id, revision=base_rev, device_map="auto")
model = PeftModel.from_pretrained(base, adapter, revision=adapter_rev)
Select root vs Unsloth adapter vs merge explicitly. Do not overwrite canonical serve tags (chaski, SZL-Khipu-1.5B, szl1).
Source of truth
- Hub:
SZLHOLDINGS/WILLAY - Authoring:
szl-forge/willay/card/README.md
Limitations
- FAIL receipts retained β do not launder into PASS
- Base revision null in adapter configs β reconstruction risk
- Candidate enterprise / laptop-lora ids are not this SKU
Doctrine pin
- Doctrine: v11 LOCKED
- Ξ (Lambda): Conjecture 1 β advisory, never a theorem
- Evidence law: MEASURED or null / UNKNOWN / UNAVAILABLE β never fabricate energy, eval, or DSSE
- Motto: Control before action. Evidence after.
License
Apache-2.0. See LICENSE in-repo when present.
Upgrade wave note
NVIDIA-style card upgrade draft Β· 2026-11-04T17:41Z Β· clean-room silhouette (DSSE receipts + MEASURED-or-null energy).
Does not authorize train, serve, or autonomy. Does not overwrite sibling SKUs.
The estate
| Surface | Link |
|---|---|
| Company | szlholdings.com |
| Sponsors | Become a sponsor |
| GitHub | szl-holdings |
| Receipts chain | frontier-54-runs |
| Live dashboard | SI command center |
- Downloads last month
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Model tree for SZLHOLDINGS/WILLAY
Base model
Qwen/Qwen2.5-0.5B