Open
DeceptiForge
Few builders have shipped here. The gap is still unclaimed.
DeceptiForge creates context-aware decoys across secrets, data, documents, and AI workflows—turning interactions into sensors that detect attacks, insider risk, and accidental AI leakage.
- Opportunity 7
- Novelty 7
- Usefulness 7
- Commercial 7
- Buildability 8
- Who
- Builders who need a weekend-scoped product with public proof
- What
- DeceptiForge creates context-aware decoys across secrets, data, documents, and AI workflows—turning interactions into sensors that detect attacks, insider risk, and accidental AI leakage.
- Why
- SaaS or agency offer if commercial_score >= 6 else portfolio piece
- How
- Fork the cited repo or rebuild the core loop in a week
Source & credit
- Original project — https://devpost.com/software/x-3ygjbz
- Submitted to OpenAI Build Week