OBSS
- ROLE
- AI Intern
- INPUT
- AI-Native Development
- STACK
- Claude / Cursor / Codex
- METHOD
- ATDD / Test-first / Red-team
Sentinel-2 flood segmentation over multi-region scenes.
/ / U-Net baseline replaced by DeepLabV3+ with ASPP; IoU +12% on held-out regions.
<> OPEN ON GITHUBVIEW REPOVision-and-language transformer experiments without convolutions.
/ / Patch-embedded image tokens fused with text tokens in a single transformer stack.
<> OPEN ON GITHUBVIEW REPOAn agentic desktop-style environment for AI operations.
/ / File-tree addressable agents; each window is a process with its own tool scope.
<> OPEN ON GITHUBVIEW REPOClassical ML pipelines, benchmarking and feature analysis.
/ / Reproducible experiment runners with cross-validated metric reporting.
<> OPEN ON GITHUBVIEW REPO/ / Specification, decomposition and red-team review before a single line is written.
/ / In-editor agentic implementation against the accepted specification.
/ / Test-first execution, regression sweeps and acceptance-driven validation.
/ / Full source, experiments and research code live on the public profile.
<> GITHUB.COM/YUSUFCINARCI