unsloth/studio/backend/core
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
..
data_recipe Add native GGUF intake to Studio (#5246) 2026-05-04 11:46:18 +02:00
export feat(studio): MLX training tab on Apple Silicon (LoRA / full FT, VLM, export) (#5265) 2026-05-05 23:54:58 -07:00
inference studio/sandbox: use _find_sensitive_paths for binding-bias instead of substring 2026-05-24 14:39:16 +00:00
training studio: install flash-linear-attention and tilelang for Qwen3.5 family (#5434) 2026-05-18 03:49:06 -07:00
__init__.py [Studio] Show non exported models in chat UI (#4892) 2026-04-14 15:03:58 +04:00