Instructions to use SZLHOLDINGS/szl-ouroboros with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-ouroboros with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/szl-ouroboros") - Notebooks
- Google Colab
- Kaggle
MEASURED laptop-Blackwell bench + operational honesty (not LoRA; Λ=Conjecture 1)
Browse files- BENCH.laptop-blackwell.json +21 -9
BENCH.laptop-blackwell.json
CHANGED
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@@ -58,16 +58,28 @@
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"trust_remote_code_true": {
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"trust_remote_code": true,
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"backend": null,
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"ok":
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"
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"
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},
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"trust_remote_code_true_backend_cpu": {
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"trust_remote_code": true,
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"backend": "cpu",
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"ok": true,
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"module": "_szl_ouroboros_cpu_c6af645c1b",
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"file": "C:\\Users\\steph\\.cache\\huggingface\\hub\\kernels--SZLHOLDINGS--szl-ouroboros\\snapshots\\
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"selfcheck": {
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"version": "0.1.0",
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"doctrine": "bounded, terminating, receipt-closed",
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@@ -89,7 +101,7 @@
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"error": "Kernel repository 'SZLHOLDINGS/szl-ouroboros' is not from a trusted publisher. Set trust_remote_code=True to allow loading kernels from untrusted sources."
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},
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"ok": true,
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"default_ok":
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},
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"hub_presence": {
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"hub": "SZLHOLDINGS/szl-ouroboros",
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"F19",
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"F22"
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],
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"lambda_aggregate":
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"lambda_label": "ADVISORY",
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"lambda_uniqueness": "CONJECTURE_1",
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"khipu_merkle_sha256": "cd5fc07f477ff323399242f80f76d9b592b03f144344d5f6fe4ec2862d34ab23",
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@@ -144,9 +156,9 @@
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"Do not convert a model-type card into a kernel-type repo by deleting nonexistent weights."
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],
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"cut": "Kernel Hub card is source, not a LoRA. Training it with Unsloth is the wrong tool. One-of-one: receipted kernels, not silent CUDA.",
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"computed_at_get_kernel": "2026-08-
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"torch_universal_put": {
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"ok":
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"
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}
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}
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"trust_remote_code_true": {
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"trust_remote_code": true,
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"backend": null,
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"ok": true,
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"module": "_szl_ouroboros_universal_cto1",
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"file": "C:\\Users\\steph\\.cache\\huggingface\\hub\\kernels--SZLHOLDINGS--szl-ouroboros\\snapshots\\fbcce42c3c76f4d225a681f0ffde89e0d2515bd6\\build\\torch-universal\\szl_ouroboros\\__init__.py",
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"selfcheck": {
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"version": "0.1.0",
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"doctrine": "bounded, terminating, receipt-closed",
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"modelMs": 1120.0,
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"peakAttemptMs": 900.0,
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"overheadMs": 180.0,
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"serializationTaxMs": 220.0,
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"deadHopMs": 220.0,
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"withinBudget": true,
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"arithmetic_ok": true,
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"lambda_status": "Conjecture 1 (open) — untouched by loop-tax accounting"
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}
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},
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"trust_remote_code_true_backend_cpu": {
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"trust_remote_code": true,
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"backend": "cpu",
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"ok": true,
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"module": "_szl_ouroboros_cpu_c6af645c1b",
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"file": "C:\\Users\\steph\\.cache\\huggingface\\hub\\kernels--SZLHOLDINGS--szl-ouroboros\\snapshots\\fbcce42c3c76f4d225a681f0ffde89e0d2515bd6\\build\\torch-cpu\\szl_ouroboros\\__init__.py",
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"selfcheck": {
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"version": "0.1.0",
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"doctrine": "bounded, terminating, receipt-closed",
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"error": "Kernel repository 'SZLHOLDINGS/szl-ouroboros' is not from a trusted publisher. Set trust_remote_code=True to allow loading kernels from untrusted sources."
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},
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"ok": true,
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"default_ok": true
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},
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"hub_presence": {
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"hub": "SZLHOLDINGS/szl-ouroboros",
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"F19",
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"F22"
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],
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"lambda_aggregate": 1.0,
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"lambda_label": "ADVISORY",
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"lambda_uniqueness": "CONJECTURE_1",
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"khipu_merkle_sha256": "cd5fc07f477ff323399242f80f76d9b592b03f144344d5f6fe4ec2862d34ab23",
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"Do not convert a model-type card into a kernel-type repo by deleting nonexistent weights."
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],
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"cut": "Kernel Hub card is source, not a LoRA. Training it with Unsloth is the wrong tool. One-of-one: receipted kernels, not silent CUDA.",
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"computed_at_get_kernel": "2026-08-29T16:00:40Z",
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"torch_universal_put": {
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"ok": true,
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"commit": "fbcce42c3c76f4d225a681f0ffde89e0d2515bd6"
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}
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}
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