unsloth/studio
danielhanchen 6baedd40d5 Harden sandbox classifier against round-11 obfuscation and higher-order sink bypasses
Static classifier:
- Flag __getattribute__/__getattr__ with a non-foldable (runtime-assembled) attribute name as an obfuscated gadget access.
- Recognize POSIX noclobber redirect targets (>| path) in the shell redirect scanner.
- Detect a container-wrapped compile() code object passed to types.FunctionType.
- Flag mro().__getitem__(i) / __mro__.__getitem__(i) base-class extraction alongside the subscript form.
- Scan shell command strings (os.system / subprocess shell=True / getoutput) for embedded sensitive-file reads.
- Treat a default-parameter value that is a dangerous callable (def f(e=exec)) as a sink alias.
- Normalize a trailing .__call__ for shell/import/deserializer sinks (os.system.__call__, __import__.__call__, pickle.loads.__call__).
- Resolve a container-unwrapped sink assigned first (s = [os.system][0]; s(...)).
- Look through no-op pathlib methods (resolve/absolute/expanduser) when resolving a read receiver.
- Recognize from-imported shutil copy sinks (from shutil import copy as c).
- Extend the higher-order first-class-value check to shell and deserializer sinks (map(os.system, ...), partial(subprocess.getoutput, ...), map(pickle.loads, ...)).
- Normalize operator.attrgetter('name')(obj) as attribute-access obfuscation.

Adds TestRound11Bypasses covering each vector plus benign controls.
2026-07-09 20:30:42 +00:00
..
backend Harden sandbox classifier against round-11 obfuscation and higher-order sink bypasses 2026-07-09 20:30:42 +00:00
frontend Stabilize floating monitor drag (#6984) 2026-07-09 00:16:05 -07:00
src-tauri Speed up Studio startup path (#6899) 2026-07-07 18:08:07 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
install_llama_prebuilt.py Studio: add Vulkan llama.cpp support (#5819) 2026-07-09 03:39:48 -07:00
install_node_prebuilt.py Pin isolated Node.js installer to committed sha256 digests (#6625) 2026-06-24 05:47:58 -07:00
install_python_stack.py Studio: fix flash-attn and torchao install on Blackwell (sm_100+) GPUs (Closes #6961) (#6970) 2026-07-08 06:38:10 -07:00
LICENSE.AGPL-3.0 Add AGPL-3.0 license to studio folder 2026-03-09 19:36:25 +00:00
node_prebuilt_pins.json Pin isolated Node.js installer to committed sha256 digests (#6625) 2026-06-24 05:47:58 -07:00
package-lock.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
package.json ci: advisory lockfile supply-chain audit (no install-script changes) (#5604) 2026-05-19 05:56:56 -07:00
setup.bat Final cleanup 2026-03-12 18:28:04 +00:00
setup.ps1 Fix Windows installer torch index override (#6972) 2026-07-09 03:46:47 -07:00
setup.sh Studio: source CPU llama.cpp prebuilts from unslothai/llama.cpp (#6311) 2026-07-08 05:34:59 -07:00
Unsloth_Studio_Colab.ipynb Studio Colab: opt-in shareable Cloudflare tunnel link (#6684) 2026-06-26 00:56:23 -07:00