Datasets:

SZLHOLDINGS
/

agi-forecast-source

Thank you for your interest in agi-forecast. This repository is part of the SZL Holdings platform — governed AI decision infrastructure for regulated enterprises.

Maintainer: Lutar, Stephen P. · ORCID 0009-0001-0110-4173 · SZL Holdings

Contribution Model

agi-forecast is Apache-2.0 licensed open-source software. Contributions are welcome subject to the requirements below.

Requirements for All Contributions

DCO Sign-off (required)

Every commit must carry a Developer Certificate of Origin sign-off. Add it with:

git commit -s -m "your commit message"

This adds a Signed-off-by: Your Name <your@email.com> trailer. By signing off you certify that:

You have the right to submit the contribution under the Apache-2.0 license, that you wrote it yourself or have permission from the author, and that it has not been contributed under a license incompatible with Apache-2.0.

Signed Commits (required)

All commits must be GPG-signed:

git commit -S -s -m "your commit message"

Configure signing: git config --global commit.gpgsign true

Doctrine-V6 Quality Gate (required for logic changes)

Any change touching gauge ingestion, forecast receipt generation, Λ-gate evaluation, cryptographic provenance, or the Brier-score ledger must satisfy the conjunctive doctrine-V6 alignment threshold:

Λ ≥ 0.90 across all 9 axes simultaneously.

Include the Λ-vector in your PR description. PRs that do not meet this threshold will not be merged regardless of other quality signals.

Permitted Licenses

Contributed code and incorporated dependencies must be licensed under one of:

Apache-2.0
MIT
BSD-3-Clause
CC-BY-4.0 (documentation only)

Do not introduce dependencies licensed under GPL, AGPL, SSPL, or any proprietary license without prior written approval from the maintainer.

Pull Request Process

Fork the repository and create a feature branch from main.
Write or update tests for your change.
Ensure all checks pass locally before opening a PR.
Open a pull request against main using this template:

## Summary
<!-- What does this PR do? -->

## Motivation
<!-- Why is this change needed? -->

## Doctrine-V6 Λ-vector (required for logic changes)
<!-- Paste your 9-axis Λ-vector here. All axes must be ≥ 0.90. -->

## Checklist
- [ ] Commits are GPG-signed (`git commit -S`)
- [ ] Commits carry DCO sign-off (`git commit -s`)
- [ ] Tests added or updated
- [ ] Documentation updated if needed
- [ ] Permitted license check passed

Request review from @stephenlutar2-hash. All PRs require at least one approval from @stephenlutar2-hash before merge.

How You Can Engage

We welcome the following:

Bug reports. Open a GitHub issue with reproduction steps, environment, and expected vs actual behavior.
Security disclosures. Do not open a public issue. Follow SECURITY.md — contact stephen@szlholdings.com or open a private GitHub security advisory.
Questions and feedback. Email stephen@szlholdings.com for product questions, integration requests, or partnership inquiries.
Documentation corrections. Small typo / link / factual fixes to public docs are welcome via PR. Please open an issue first describing the change.

Reporting a Problem

Channel	Use it for
GitHub issues	Bugs, documentation gaps, reproducible defects
stephen@szlholdings.com	Security vulnerabilities (private), product, partnership, licensing