GaiaSentinel
Open Source & Transparency
Open what builds trust, protect what protects people. Our rule is simple: open by default, closed by exception.
Our principles
Open by design
Code, protocols, and methods are published as soon as they are safe and reproducible. Clear documentation, open licenses.
Reproducibility
Results verifiable by third parties; evaluation scripts, test suites, and experiment logs provided.
Accountability
Public decision log, change traceability, and review by independent governance.
Privacy-first
No personal data published. Strict anonymization, explicit consent, guaranteed reversibility.
What we open (and what we protect)
Code & artifacts
- Non-sensitive libraries and services
- Evaluation tools (SeedCheck/++)
- Integration guides (SDKs) & examples
Methods & protocols
- Reproducible ethical audit protocol
- Test scenarios & impact metrics
- Known limits and counter-examples
Open-source licenses compatible with OSI (common examples: Apache-2.0, MPL-2.0, AGPL-3.0) — the exact license is specified in each repository.
What we do not publish
- Personal, clinical, or educational data
- Security secrets and internal access
- Actionable “recipes” to cause harm
Transparent alternatives
- Synthetic or anonymized datasets
- Audit reports without sensitive details
- Reproduction procedures using fictitious data
Principle: minimize abuse risk and protect people, while offering public paths for verification.
Transparency: commitments & practices
Decision log
Major changes documented (rationale, alternatives, impacts). History publicly accessible.
Changelog & releases
Tagged versions, release notes, explicit deprecation policies.
Public evaluations
Reproducible results, scripts provided, known limits published.
Financial transparency
Fund usage reports (priorities: audits, docs, accessibility, security). Sponsors disclosed.
Security & disclosure
Responsible disclosure process. Contact: security@gaiasentinel.earth.
Data & privacy
No personal data published. Consent, minimization, and right to erasure respected.