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
| # SPDX-License-Identifier: Apache-2.0 | |
| # Copyright 2026 SZL Holdings | |
| """Loop tax: MEASURED attempt times vs DERIVED overhead. Never fabricate joules.""" | |
| from __future__ import annotations | |
| from typing import Any, Mapping, Sequence | |
| Attempt = Mapping[str, Any] | |
| def loop_tax( | |
| attempts: Sequence[Attempt], | |
| wall_ms: float | None, | |
| max_budget: int, | |
| ) -> dict[str, Any]: | |
| """Self-check arithmetic from szl-ouroboros. | |
| attempts [220 fail, 900 ok], wall=1300 → | |
| modelMs=1120, peak=900, overhead=180, serializationTax=220, deadHop=220. | |
| """ | |
| model_ms = float(sum(float(a["ms"]) for a in attempts)) | |
| peak = float(max((float(a["ms"]) for a in attempts), default=0.0)) | |
| if wall_ms is None: | |
| overhead: float | None = None | |
| overhead_label = "UNAVAILABLE" | |
| else: | |
| overhead = max(0.0, float(wall_ms) - model_ms) | |
| overhead_label = "DERIVED" | |
| serialization_tax = max(0.0, model_ms - peak) | |
| dead_hop = 0.0 | |
| for a in attempts: | |
| if bool(a["ok"]): | |
| break | |
| dead_hop += float(a["ms"]) | |
| steps = len(attempts) | |
| within = steps <= int(max_budget) | |
| any_ok = any(bool(a["ok"]) for a in attempts) | |
| if not within: | |
| exit_kind = "budgetExhausted" | |
| elif any_ok: | |
| exit_kind = "converged" | |
| else: | |
| exit_kind = "aborted" | |
| return { | |
| "modelMs": model_ms, | |
| "peakAttemptMs": peak, | |
| "overheadMs": overhead, | |
| "serializationTaxMs": serialization_tax, | |
| "deadHopMs": dead_hop, | |
| "withinBudget": within, | |
| "exit": exit_kind, | |
| "honesty": { | |
| "modelMs": "MEASURED", | |
| "peakAttemptMs": "MEASURED", | |
| "overheadMs": overhead_label, | |
| "serializationTaxMs": "DERIVED", | |
| "deadHopMs": "DERIVED", | |
| }, | |
| } | |
| OUROBOROS_SELFCHECK: dict[str, Any] = loop_tax( | |
| [ | |
| {"ok": False, "ms": 220}, | |
| {"ok": True, "ms": 900}, | |
| ], | |
| 1300, | |
| 4, | |
| ) | |