Projects
Selected academic work and software projects, with results, limitations and verifiable sources.
01
Documented academic work, not peer-reviewed scientific publications.
Master’s scientific project
Heat versus directional Perona–Malik diffusion on two synthetic images. Noise reduction, edge interpretation and parameter sensitivity, with disagreement between PSNR and SSIM.
Master’s scientific project
Twenty paired initializations compare value-only and derivative-informed supervision. Mean decision-score gains favor M2 within this benchmark; the primary sensitivity-association hypothesis remains inconclusive.
Master’s scientific project
Three controlled studies of learned affine estimators for harmonic boundary reconstruction, with a local covariance benefit and two useful improvements not established.
02
Comparative synthesis
Stability, representation and covariance estimation: a documentary synthesis preserving the distinct protocols, local findings and negative conclusions.
03
Software project
A software prototype connecting browser microphone input to Gemini Live through WebRTC and an asynchronous Python backend. Its scope is a short French voice demonstration, with no claim of production readiness.
Software project
A pre-alpha software project that separates documentary evidence, unresolved questions and implementation choices in versioned screening rules. The published artifact is a contract, not an operational screening service.