Provenance

Ensemble AI-content detection suite · Oct 2026 · provenance.mohithog7.workers.dev

What it does

• Built an ensemble AI-content detector (GPT-2 perplexity, conformally calibrated classifier, C2PA, watermarking) that surfaces per-sentence attribution and method disagreement instead of a single confidence score.

Attack Lab

• Added an Attack Lab that stress-tests each detector with live structural and T5 paraphrase attacks, plus a semantic retrieval ledger (fastembed, SQLite).
• FastAPI + Next.js stack with batch mode and Docker deploy config.

Stack: GPT-2 · conformal prediction · C2PA · watermarking · T5 · fastembed · SQLite · FastAPI · Next.js · Docker