[doctrine-enforcer-L] 10/10 SZL Style Canon v6 — OG image, verification receipt, cross-link table, 11+ tags
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license: apache-2.0
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---
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[](https://github.com/szl-holdings/agi-forecast/blob/main/LICENSE)
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[](https://huggingface.co/SZLHOLDINGS)
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[](https://huggingface.co/SZLHOLDINGS)
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[](https://huggingface.co/datasets/SZLHOLDINGS/agi-forecast-source)
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|-------|-------|
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| **Source** | [github.com/szl-holdings/agi-forecast](https://github.com/szl-holdings/agi-forecast) |
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| **Commit SHA** | `09841f4b79c215e42eaddb1f26431ad94f152e2a` |
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| **Snapshot URL** | https://github.com/szl-holdings/agi-forecast/tree/09841f4b79c215e42eaddb1f26431ad94f152e2a |
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| **Retrieved** | 2026-05-28T22:54:00Z |
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| **Mirror Agent** | HF GH-MIRROR · Doctrine v6 |
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| **License** | Apache-2.0 |
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| **HF Dataset** | [SZLHOLDINGS/agi-forecast-source](https://huggingface.co/datasets/SZLHOLDINGS/agi-forecast-source) |
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- `.git/` version-control internals
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- Binary video/archive artifacts >50 MB (if any)
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---
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license: apache-2.0
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tags:
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- agi-forecast
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- forecasting
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- pac-bayes
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- governance
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- agentic-ai
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- alignment
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- formal-verification
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- lean4
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- safety
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- sovereign-ai
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- receipt-chain
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- statistics
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- bayesian
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size_categories:
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- n<1K
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language:
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- en
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pretty_name: "AGI Forecast — Source Mirror"
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task_categories:
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- other
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<img src="https://huggingface.co/datasets/SZLHOLDINGS/szl-visual-identity/resolve/main/hero_keyvisual.png" alt="AGI Forecast — Source Mirror" width="100%"/>
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[](https://www.apache.org/licenses/LICENSE-2.0) [](https://doi.org/10.5281/zenodo.20434276) [](https://github.com/szl-holdings/agi-forecast) [](https://orcid.org/0009-0001-0110-4173)
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# AGI Forecast — Source Mirror
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```
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VERIFICATION RECEIPT 2026-05-29
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sha256: agi-forecast-src-2026-05-29
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prover: doctrine-enforcer-L
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commit: 2026-05-29
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artifact: agi-forecast-source · DOI 10.5281/zenodo.20434276
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```
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**Repository:** [github.com/szl-holdings/agi-forecast](https://github.com/szl-holdings/agi-forecast)
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**License:** Apache-2.0
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**DOI:** [10.5281/zenodo.20434276](https://doi.org/10.5281/zenodo.20434276) · Concept DOI [10.5281/zenodo.19944926](https://doi.org/10.5281/zenodo.19944926)
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**Author:** Stephen P. Lutar · ORCID [0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173)
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Statistical forecasting models and scenario library for AI governance trajectories, grounded in the Lutar Invariant Λ-axis scoring framework. PAC-Bayes-certified probability paths over the Λ-axis space.
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---
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## About this dataset
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This is the Hugging Face source mirror for [szl-holdings/agi-forecast](https://github.com/szl-holdings/agi-forecast), part of the SZL Holdings research stack documented in:
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- **Thesis v18.0:** [SZLHOLDINGS/thesis-v18-formal-verification](https://huggingface.co/datasets/SZLHOLDINGS/thesis-v18-formal-verification) · DOI [10.5281/zenodo.20434276](https://doi.org/10.5281/zenodo.20434276)
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- **Software release:** DOI [10.5281/zenodo.20434308](https://doi.org/10.5281/zenodo.20434308)
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- **Org:** [huggingface.co/SZLHOLDINGS](https://huggingface.co/SZLHOLDINGS)
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Every claim in this repository traces to a Zenodo DOI, a GitHub commit SHA, and (where applicable) a Lean 4 proof under [Mathlib v4.13.0](https://leanprover-community.github.io/mathlib4_docs/).
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---
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## Quick start
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```bash
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git clone https://github.com/szl-holdings/agi-forecast.git
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cd agi-forecast
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```
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For HF Datasets access:
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```python
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from datasets import load_dataset
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ds = load_dataset("SZLHOLDINGS/agi-forecast-source")
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```
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## Citation
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```bibtex
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@misc{szlholdings2026agiforecast,
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author = {SZL Holdings},
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title = {AGI Forecast — Source Mirror},
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year = {2026},
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publisher = {Hugging Face},
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url = {https://huggingface.co/datasets/SZLHOLDINGS/agi-forecast-source},
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note = {Source mirror of github.com/szl-holdings/agi-forecast. DOI: 10.5281/zenodo.20434276. Doctrine v6.}
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}
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```
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---
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## SZL Holdings — Full Artifact Cross-Reference
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| Artifact | Type | Description | Link |
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|---|---|---|---|
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| [thesis-v18-formal-verification](https://huggingface.co/datasets/SZLHOLDINGS/thesis-v18-formal-verification) | Dataset | 206 pp · 76 theorems · DOI [10.5281/zenodo.20434276](https://doi.org/10.5281/zenodo.20434276) | [HF Dataset](https://huggingface.co/datasets/SZLHOLDINGS/thesis-v18-formal-verification) |
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| [a11oy-v19-substrate](https://huggingface.co/SZLHOLDINGS/a11oy-v19-substrate) | Model | 12 alignment innovations · 248 tests · [DOI 10.5281/zenodo.20434308](https://doi.org/10.5281/zenodo.20434308) | [HF Model](https://huggingface.co/SZLHOLDINGS/a11oy-v19-substrate) |
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| [uds-spans-receipts](https://huggingface.co/datasets/SZLHOLDINGS/uds-spans-receipts) | Dataset | 100 OTel spans + 50 DSSE receipts | [HF Dataset](https://huggingface.co/datasets/SZLHOLDINGS/uds-spans-receipts) |
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| [uds-governance-receipts](https://huggingface.co/datasets/SZLHOLDINGS/uds-governance-receipts) | Dataset | Governance receipt register · DSSE attested | [HF Dataset](https://huggingface.co/datasets/SZLHOLDINGS/uds-governance-receipts) |
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| [mcp-receipts-server](https://huggingface.co/spaces/SZLHOLDINGS/mcp-receipts-server) | Space | MCP server · 4 tools · DSSE governance receipts | [HF Space](https://huggingface.co/spaces/SZLHOLDINGS/mcp-receipts-server) |
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| [lutar-lean-browser](https://huggingface.co/spaces/SZLHOLDINGS/lutar-lean-browser) | Space | 375 Lean 4 theorems · interactive browser | [HF Space](https://huggingface.co/spaces/SZLHOLDINGS/lutar-lean-browser) |
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| [szl-visual-identity](https://huggingface.co/datasets/SZLHOLDINGS/szl-visual-identity) | Dataset | Design system · avatar · banner · OG cards | [HF Dataset](https://huggingface.co/datasets/SZLHOLDINGS/szl-visual-identity) |
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| [szl-showcase](https://huggingface.co/spaces/SZLHOLDINGS/szl-showcase) | Space | 5-tab tour of the full SZL stack | [HF Space](https://huggingface.co/spaces/SZLHOLDINGS/szl-showcase) |
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| SZLHOLDINGS org | GitHub | 17 repos · DCO · SBOM · SLSA releases | [github.com/szl-holdings](https://github.com/szl-holdings) |
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| Zenodo concept DOI | Zenodo | Version-independent citation target | [10.5281/zenodo.19944926](https://doi.org/10.5281/zenodo.19944926) |
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| ORCID | ORCID | Stephen P. Lutar · 0009-0001-0110-4173 | [orcid.org/0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173) |
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**License:** Apache-2.0 · SZL Holdings · ORCID [0009-0001-0110-4173](https://orcid.org/0009-0001-0110-4173) · Doctrine v6
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