Muhammad Bilal

Zero-shot VLMs might ace the reading test, but when it comes to actually *grounding* their understanding in visual evidence for critical clinical decisions, fine-tuning is the only way to fly.

Unlock the hidden logic of clinical flowcharts: PathWISE transforms visual diagrams into executable code, bridging the gap between clinical guidelines and computational systems.

BDD suites are drowning in duplicated steps—cukereuse finds that 80% are exact duplicates—and this tool offers a way to automatically clean them up.