Text Generation
PEFT
Safetensors
English
qwen2
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
Commit History
Yesterday
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docs: publish KHIPU-R2 card from szl-forge@167a42eeec42ba5e64de352a299c1a5d3277291c
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.9f811d9 -
restore: recover the pre-batch README from git history; verified-links section appended
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card: complete investor-grade card (generated, links verified)
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card: complete investor-grade card (generated, links verified)
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7 days ago
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docs: publish KHIPU-R2 card from szl-forge@65e5e4c043d104bc7c99e8c525c9c64308cb9e2d
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.9b5823a -
card: frontier credibility (datasets/Usage/Limitations) metadata-only 20261104T153547Z
Verified signatureOutside Dev G — no weight changes; honest datasets YAML or undeclared note; short Usage/Limitations where audit MISSING.c7def98 -
docs: SZL-ESTATE-CARD:v2 + doctrine (CTO align 20261104T151955Z)
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14 days ago
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docs: publish KHIPU-R2 card from szl-forge@e28abe9d4be3ce5efbb09ea2a3a248494c654636
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.b359356
29 days ago
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docs: publish KHIPU-R2 card from szl-forge@87c94cf421ab875afc5a963479c4abedbc6fdb26
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.beedfd3 -
docs: publish KHIPU-R2 card from szl-forge@cd66836ac2df83ecbebb101d40047a63ad3de463
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.40d6b0d
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docs: publish KHIPU-R2 card from szl-forge@156b8e9dc63948d9f079f62c92837acb49983b3b
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.a66a359
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docs: publish KHIPU-R2 card from szl-forge@5daef16de6e0cfb55daf0ff86ba3281bac1fc821
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.01b8025
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docs: publish KHIPU-R2 card from szl-forge@edfac67c43138c5e8c5ccf90fe007658718569eb
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.e4c5d6c
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docs: publish KHIPU-R2 card from szl-forge@880b2ddd170784f09e093b8cb7c8dceeeae0da4c
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.16b5104 -
docs: publish KHIPU-R2 card from szl-forge@72544fd0be1c8a312660c57d8460648c87df2d47
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.64b8faf
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docs: publish KHIPU-R2 card from szl-forge@a2480040b37e0ee2cc036eda175ccd096aefb93f
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.9fc2f7b
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Card: independent re-verification section (2026-09-13); prior buggy-harness fp16 scores void
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Independent re-verification 2026-09-13: fixed-harness fp16 evals, all merges 11/11 plan-valid, matching 2026-08-28 MEASURED receipt
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Merged full-precision checkpoint (receipted) + config fixes
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docs: publish KHIPU-R2 card from szl-forge@eb8850adf2193b767a4ae24561955d2a2fde1159
Verified signatureExact-source KHIPU-R2 card publication. The measured 3/6 abstention result remains explicitly not a pass; publication_eligible and autonomy_eligible remain false. No weights, adapter, configs, evals, visibility, hardware, or runtime state changed.0b157c6
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Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
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Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
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atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.
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card: estate-banner-v2; KEEP abstain 3/6 fail; Mini GGUFs exist, no inherit
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card: estate-banner-v2; KEEP abstain 3/6 fail; Mini GGUFs exist, no inherit
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receipt: publication_eligible false; drop BrainNavigator profile; abstain 3/6 not a pass
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docs: jobs COMPLETED; never_overwrite Khipu 1.5B; prior error 6a91ba2c Trackio 404; tensors untouched
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docs: publication_eligible false; abstain MEASURED 3/6 not a pass; tensors untouched
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docs(card): honest KHIPU-R2 adapter card — MEASURED 3/6 abstain, does not overwrite 1.5B
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docs: generated training card (does not replace ATELIER README)
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chore(eval): MEASURED k/n held-out (no fabricated scores)
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chore(receipt): Khipu abstain training receipt
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feat(adapter): Unsloth QLoRA ABSTAIN_OVERSAMPLE=4 (does not overwrite SZL-Khipu-1.5B)
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docs(card): INTI copy contract — ROADMAP. first sentence + roadmap tag
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docs: 6a91ba2c ERROR abstain still 2/6; live 6a91bf11 RUNNING report_to=none
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fix(train): report_to none so Trackio 404 cannot poison adapter upload
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Disclose KHIPU-R2 abstain job; never overwrite signed 1.5B
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feat(train): abstain retrain to KHIPU-R2, keep ATELIER card
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feat(train): KHIPU-R2 Unsloth QLoRA on doctrine SFT + ouroboros identity, szl-forge knobs
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docs(card): Series A KHIPU-R2 lookbook card — cutting, no weights yet
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initial commit
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