Functional prototype · Evidence confidence: High
Cipher Lens
A bulk forensic image decoder that extracts metadata, checks for steganography and encoded text, and optionally asks AI to review unusual visual details.
01 · Purpose
The problem
Suspicious images can hide metadata or encoded material that is hard to inspect manually.
02 · Experience
How it works
Users drop images, local analysis checks EXIF/stego/OCR/cipher signals with limited concurrency, and an optional AI vision/cross-review layer adds interpretation.
- Researchers
- Image analysts
- Curious users
- React 19
- TanStack Start
- Client image analysis
- Optional AI vision
03 · Functional evidence
What actually exists
- Bulk dropzone
- Local EXIF/stego analysis path
- OCR/cipher reporting
- AI-offline toggle
- Cross-review component
- Concurrency control
- Forensic conclusions are heuristic and not equivalent to evidentiary proof
- Additional decoders
- AI model/provider
04 · Development
What remains
- Forensic conclusions are heuristic and not equivalent to evidentiary proof
- Additional decoders
- AI model/provider
05 · Commercial
Business model
No verified model.
06 · Intellectual property
IP position
Original forensic workflow.
This archive records what the available project evidence says. It does not infer legal registration, patent grant, trademark ownership or regulatory status where that has not been verified.
07 · Assessment
Strengths and limitations
Strengths
- Separates local analysis from optional AI
- Reality-check messaging
Limitations / risks
- False positives/interpretation risk
08 · Evidence
What this record is grounded in
- GitHub repository: simonmowatt1-sudo/whisper-decode
- Repository README / project brief where available
- Implemented home route where available
- Published Lovable URL recorded from repository metadata
A published URL means the project metadata records a deployment address. It is not represented as runtime-tested unless a separate verification pass confirms that deployment.
09 · Genealogy
Connections
- Security/media cluster
Archive principle
Unknowns stay unknown until evidence changes them.Back to Project Galaxy