litellm/ui
yucheng-berri 6e05ac5d97
feat(guardrails): add inspect_embeddings toggle for AIM and Cato (#39918)
* fix(guardrails): don't inspect embeddings in the AIM and Cato hooks

`pre_call_hook` fires for /embeddings as well as chat. An embeddings body
carries `input` — documents being indexed, not a prompt — which
`build_inspection_messages` lifts into synthetic chat messages, so both hooks
inspect it as a conversation and a policy verdict on that text breaks a request
that was never one:

- AIM, anonymize + batched `input`: `has_non_string_content` is true for any
  list, so `_anonymize_request` raises 400 "...multimodal input...".
- AIM, anonymize + single-string `input`: no error — the input is rewritten to
  redacted text and the caller embeds text it never sent.
- AIM and Cato, block: the embeddings request is blocked outright.

Gate both hooks on a new `NON_CONVERSATIONAL_CALL_TYPES` deny-list. This is
deliberately not `TEXT_CONTENT_CALL_TYPES`: that allow-list omits
`anthropic_messages`, `responses` and `call_mcp_tool`, so gating on it would
stop these guardrails inspecting real chat traffic. An unrecognised or newly
added call type is still inspected.

* feat(guardrails): add inspect_embeddings toggle for AIM and Cato

* fix(guardrails): redact batched embedding input on anonymize

A list of plain strings is the /embeddings batch shape. AIM rejected it as
multimodal and Cato forwarded the original strings, so anonymize never
reached the provider for batched input. Redactions are now written back
element-wise, one redacted message per non-empty element, so a fully
redacted element cannot shift the following documents into the wrong slot.

* fix(guardrails): reject partial embedding redactions

* fix(guardrails): avoid unnecessary batch type check

* style(tests): drop trailing blank line in cato guardrail tests

* fix(guardrails): reject malformed batch redactions

* fix(guardrails): reject malformed batch redactions

* fix(guardrails): reject aim redactions with no text content

The anonymize path read role and content off every entry of the vendor's
redacted_chat before the shared write-back helper could refuse the payload,
so a message missing content, or a bare string in place of a message, raised
out of the hook as a 500. Validate the vendor list first and return the 400
the guardrail already uses for an unusable redaction.

* fix(guardrails): validate all aim redaction paths

Validate AIM redaction containers before request or output rewrites, reject
cardinality mismatches and empty output, and cover malformed vendor payloads
with regression tests.

* fix(guardrails): preserve aim output redaction alignment

AIM returns the inspected request messages followed by the assistant output.
Validate that full response and select the final redacted message instead of
requiring a single entry.

* test(guardrails): cover aim output anonymize alignment and malformed redactions

---------

Co-authored-by: Guy Levi <guy.levi@catonetworks.com>
2026-09-05 17:15:46 -07:00
..
litellm-dashboard feat(guardrails): add inspect_embeddings toggle for AIM and Cato (#39918) 2026-09-05 17:15:46 -07:00
Dockerfile fix(docker): bump nginx runtime to 1.31.5-alpine3.24 and pin digest to resolve critical CVEs (#39561) 2026-09-03 08:46:07 -07:00
nginx.conf fix(ui): boot the UI image as an arbitrary uid by anchoring nginx writes under /tmp (#37982) 2026-08-24 11:57:36 -07:00