unsloth/studio/backend
danielhanchen 35d7b72832 studio/sandbox: use _find_sensitive_paths for binding-bias instead of substring
Refines the round-5 ``_looks_sensitive`` heuristic that biases
``_record_string_binding`` toward the dangerous value in a chained
reassignment. The substring hint set conflated ``/etc/shadow`` with
``/etc/hosts`` -- both contain ``/etc/`` -- so a payload like
``p = '/etc/hosts'; p = '/etc/shadow'; open(p)`` had ``cur`` already
flagged sensitive, the guard refused to update, and the resolved
value stayed at ``/etc/hosts`` (allow-listed). The chained shadow
binding then slipped through.

Now ``_looks_sensitive`` delegates to ``_find_sensitive_paths``, the
authoritative bash / file gate matcher, so the distinction is exact:
``/etc/hosts`` is allow-listed and ``/etc/shadow`` is sensitive.
``_record_string_binding`` also adopts a clean three-way rule mirroring
Python's last-wins semantics for sensitive values:

  * New sensitive value: always wins (covers the chained shadow case).
  * New benign value, current sensitive: keep current (static gate
    cannot prove the new value executes; err on blocking).
  * Both benign: latest seen wins.

Test suite still 528 passing.
2026-05-24 14:39:16 +00:00
..
assets Add Qwen3.6 inference defaults for Studio (#5065) 2026-04-16 11:42:42 -07:00
auth studio: security and hardening pass (auth rate-limit, sandbox, path containment, schema validation, headers) (#5375) 2026-05-13 06:12:18 -07:00
core studio/sandbox: use _find_sensitive_paths for binding-bias instead of substring 2026-05-24 14:39:16 +00:00
loggers Studio: stop truncating long log lines as suspected base64 (#5335) 2026-05-08 13:07:18 +04:00
models Studio: warn when llama.cpp prebuilt is at least 3 days behind (#5529) 2026-05-18 00:21:50 -07:00
plugins fix(gh_client): fail fast on 401/403 auth errors instead of retrying forever (#5325) (#5329) 2026-05-08 21:57:41 +04:00
requirements studio: API external provider support for chat (OpenAI, Mistral, Gemini, Cohere, Anthropic, OpenRouter, DeepSeek, custom providers) (#4706) 2026-05-14 16:13:59 +04:00
routes Fix GGUF multi-image chat handling (#5508) 2026-05-19 04:36:20 -07:00
state unsloth run: add --enable-tools/--disable-tools server-side tool policy (#5277) 2026-05-05 12:45:15 +04:00
storage studio: API external provider support for chat (OpenAI, Mistral, Gemini, Cohere, Anthropic, OpenRouter, DeepSeek, custom providers) (#4706) 2026-05-14 16:13:59 +04:00
tests [pre-commit.ci] auto fixes from pre-commit.com hooks 2026-05-24 14:35:56 +00:00
utils studio: extend offline DNS auto-detect to inference parent + training (#5512) 2026-05-18 00:31:33 -07:00
__init__.py Final cleanup 2026-03-12 18:28:04 +00:00
_platform_compat.py Fix Studio crash on Anaconda/conda-forge Python (#4484) 2026-03-22 05:36:55 -07:00
colab.py Fix/studio colab button message: Add fallback message for Colab Studio button when proxy URL fails (#4866) 2026-04-05 21:57:45 -07:00
main.py Studio: warn when llama.cpp prebuilt is at least 3 days behind (#5529) 2026-05-18 00:21:50 -07:00
run.py Studio: stop hint, Uvicorn log rename, reachability check + Mac UI CI retry hardening (#5503) 2026-05-17 07:44:06 -07:00
startup_banner.py Studio: stop hint, Uvicorn log rename, reachability check + Mac UI CI retry hardening (#5503) 2026-05-17 07:44:06 -07:00