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
-
docs: publish KHIPU-R2 card from szl-forge@55f56487a52f3f3cf6f32c0e5ee3637660dfc90a
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.1c48e77 -
docs: make plain-text szl-holdings source references clickable
Verified signatureLink normalization batch 2026-11-14: plain-text szl-holdings/... references become clickable canonical GitHub URLs. No content-claim changes.66d05d2 -
Bind training receipt to card (audit 2026-11-14)
Verified signaturefa30c2c -
Add SZL estate identity mark (Oro) per estate doctrine
Verified signatureMarks this repository as an SZL Holdings estate artifact. No content claims changed.1a29686 -
docs: align card to atelier source card KHIPU-R2 (batch 2, class HUB)
Verified signatureReplace wave-4 uniform card claims with the atelier source card for this repository, plus an explicit evidence-binding addendum (atelier revision 5054423228e5, source sha256 f0e0174480536681, observed Hub revision 0c72260c1420). No measurement performed. Per-model evidence only; not-measured gaps stay visible. Signed-off-by: Stephen Lutar <stephenlutar2@users.noreply.github.com>df193d7 -
Add SZL estate identity mark (Oro) per estate doctrine
Verified signatureMarks this repository as an SZL Holdings estate artifact. No content claims changed.0c72260 -
docs: publish KHIPU-R2 card from szl-forge@6fbd76f9b79036b772db7d0d2cd8d7c5f42e126a
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.d211161 -
card: 🜂 DEFINITIVE — NVIDIA-level rigor + Kimi-level polish + one-of-one Oro identity: architecture table, evaluation comparison, deployment code, intended use, citation, the confabulation conjecture
Verified signature1c7d159 -
card: 🜂 cutting-edge upgrade — Oro symbol, visual battery chart, curriculum contrast graph, badges, the conjecture section
Verified signaturea2b1e8d -
docs: publish KHIPU-R2 card from szl-forge@c05284cfc0e306b25a8627ec4074bc3a32e3b38b
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.1a7de2b
2 days ago
-
card: note byte-identical duplicate weights (provenance) (#2)
- card: note byte-identical duplicate weights (provenance) (f7da6726e3bb4624787c13c40574100a25c1d805)3a698a0
5 days ago
-
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
Verified signature4dc4b72 -
card: complete investor-grade card (generated, links verified)
Verified signature76a7ee4 -
card: complete investor-grade card (generated, links verified)
Verified signature77bf057
11 days ago
-
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)
Verified signatured6fe676
18 days ago
-
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
-
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
-
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
-
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
-
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
-
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
-
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
-
Card: independent re-verification section (2026-09-13); prior buggy-harness fp16 scores void
Verified signature4027a93 -
Independent re-verification 2026-09-13: fixed-harness fp16 evals, all merges 11/11 plan-valid, matching 2026-08-28 MEASURED receipt
Verified signature661d9c3
-
Merged full-precision checkpoint (receipted) + config fixes
Verified signature825ec2f
-
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
-
Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
Verified signaturebe8cdc5 -
Add per-repo CycloneDX BOM (canonical registry: datasets/SZLHOLDINGS/model-bom)
Verified signaturedd63e66
-
atelier: one-of-one card — cut, silhouette, GitHub Python. YAML preserved.
Verified signature449305c
-
card: estate-banner-v2; KEEP abstain 3/6 fail; Mini GGUFs exist, no inherit
Verified signaturea42db98 -
card: estate-banner-v2; KEEP abstain 3/6 fail; Mini GGUFs exist, no inherit
Verified signature6b9fec0 -
receipt: publication_eligible false; drop BrainNavigator profile; abstain 3/6 not a pass
Verified signatureddf6c50 -
docs: jobs COMPLETED; never_overwrite Khipu 1.5B; prior error 6a91ba2c Trackio 404; tensors untouched
Verified signaturec076ae8 -
docs: publication_eligible false; abstain MEASURED 3/6 not a pass; tensors untouched
Verified signature2cb08be -
docs(card): honest KHIPU-R2 adapter card — MEASURED 3/6 abstain, does not overwrite 1.5B
Verified signature19aff2a -
docs: generated training card (does not replace ATELIER README)
Verified signaturec6d82ea -
chore(eval): MEASURED k/n held-out (no fabricated scores)
Verified signature016658d -
chore(receipt): Khipu abstain training receipt
Verified signature1bf0458 -
feat(adapter): Unsloth QLoRA ABSTAIN_OVERSAMPLE=4 (does not overwrite SZL-Khipu-1.5B)
Verified signature865382a -
docs(card): INTI copy contract — ROADMAP. first sentence + roadmap tag
Verified signature6b8c522 -
docs: 6a91ba2c ERROR abstain still 2/6; live 6a91bf11 RUNNING report_to=none
Verified signaturef20e2c4 -
fix(train): report_to none so Trackio 404 cannot poison adapter upload
Verified signature51608f0 -
Disclose KHIPU-R2 abstain job; never overwrite signed 1.5B
Verified signature228f5fb -
feat(train): abstain retrain to KHIPU-R2, keep ATELIER card
Verified signaturef4f20d9 -
feat(train): KHIPU-R2 Unsloth QLoRA on doctrine SFT + ouroboros identity, szl-forge knobs
Verified signaturef14c6a3