content-integrity

Open-source plagiarism detection engine — verbatim & near-verbatim matching you can read, fork, and run on your own hardware. Apache-2.0.

stele is a quality system for AI-assisted content production: automated consistency checks against your source material, staged human approval, and a correction loop that compounds — so output volume can grow while review effort shrinks.

Experimental data and technical audit of LLM content detectors (GPT-5, Claude 4) vs. humanization algorithms.

A minimal, open-labeling system to disclose AI involvement in text and images across social media and content platforms.

Vendor-neutral content integrity profile for AI artifacts: canonical JSON, hashes, signatures, schemas, and provenance links.

JSON-to-HWPX exam generator for Korean two-column worksheets with schema validation, safe image assets, content audits, and CI-ready receipts.

Fail the build when your site states a number it can no longer defend. Zero deps, one JSON file, any CI.

Phil Hills - AI systems architect building A2AC, verifiable agent coordination, and portable artifact integrity.

A2AC: verifiable coordination for AI agents with task routing, signed receipts, human approvals, and artifact integrity.

Beatdapp — independent third-party profile of a public API surface, by API Evangelist. Beatdapp is a trust and safety operating system for digital platforms, providing AI-driven fraud detection and content integrity. Originally built to detect streaming fraud in the music industry, its platform now spans anomaly detection, customer due diligence, A