diff --git a/.gitignore b/.gitignore
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index 0000000000000000000000000000000000000000..685957f07bd57c5ba9fae2116dbe60bf4191e189
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+# Ignore generated outputs and binaries
+backend/outputs/
+frontend/public/cyto/
+
+# Node / frontend build artefacts (kept for safety alongside frontend/.gitignore)
+node_modules/
+dist/
+dist-ssr/
+
+# Python cache
+__pycache__/
+*.py[cod]
+
+# Jupyter
+.ipynb_checkpoints/
+
+# OS files
+.DS_Store
+Thumbs.db
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