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fix(proxy): keep every value of a repeated form key, and gate the tests that hid it - #37908

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ryan-crabbe-berri merged 4 commits into
litellm_internal_stagingfrom
litellm_ruff_dead_test_code
Aug 24, 2026
Merged

ryan-crabbe-berri merged 4 commits into
litellm_internal_stagingfrom
litellm_ruff_dead_test_code

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@ryan-crabbe-berri

@ryan-crabbe-berri ryan-crabbe-berri commented Aug 22, 2026 •

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TLDR

Problem this solves:

  • Repeated foo[] form keys lost every value but the last
  • Four more classes of test that cannot fail were ungated
  • The get_form_data test mocked a dict, reproducing the bug

How it solves it:

  • Read the form multidict with multi_items(), not dict()
  • Gate the test tree on F601, B023, B025, F632
  • Every request.form mock now returns real FormData

User Flow

Before: a developer transcribing audio asks for word and segment timestamps, and word timestamps never come back

  1. They send POST https://litellm-domain/v1/audio/transcriptions as multipart with model=whisper-1, response_format=verbose_json, timestamp_granularities[]=word and timestamp_granularities[]=segment
  2. The response comes back 200 with segments populated and words set to null
  3. Calling OpenAI directly with the identical form returns both, so the app's word-level captioning works everywhere except through the gateway

After: the same request returns both granularities

  1. They send the same POST https://litellm-domain/v1/audio/transcriptions with both timestamp_granularities[] values
  2. The response comes back 200 with segments populated and words carrying one entry per spoken word
  3. Word-level captioning behaves the same through the gateway as it does against OpenAI

Relevant issues

Linear ticket

Pre-Submission checklist

  • I have added meaningful tests
  • The handful of test files covering my change pass locally, e.g. uv run pytest tests/test_litellm/<your_test_file>.py -v. Leave the suites (make test-unit-*, make test-unit) to CI: it finishes in ~15 minutes where a laptop takes an hour or more
  • My PR passes all required CI/CD checks (e.g., lint, schema.d.ts sync check, etc.)
  • My PR's scope is as isolated as possible; it only solves 1 specific problem
  • I have received a Greptile Confidence Score of at least 4/5 before requesting a maintainer review (Greptile reviews automatically once the PR is opened; only comment @greptileai to re-request a review after pushing changes)

Screenshots / Proof of Fix

Setup, a proxy on port 4577 serving whisper-1 and a short clip made with say -o speech.m4a --data-format=aac "The quick brown fox jumps over the lazy dog. LiteLLM keeps every timestamp granularity."

model_list:
  - model_name: whisper-1
    litellm_params:
      model: openai/whisper-1
      api_key: os.environ/OPENAI_API_KEY

general_settings:
  master_key: sk-qa-1234

Before (a59e611)

  1. Ask for both granularities on one request
$ curl -s -X POST http://localhost:4577/v1/audio/transcriptions \
    -H "Authorization: Bearer sk-qa-1234" \
    -F "model=whisper-1" -F "[email protected]" -F "response_format=verbose_json" \
    -F "timestamp_granularities[]=word" -F "timestamp_granularities[]=segment" \
    | jq '{text, words: (.words | length), segments: (.segments | length)}'
{
  "text": "The quick brown fox jumps over the lazy dog. Light LLM keeps every timestamp granularity.",
  "words": 0,
  "segments": 2
}
  1. words is null. Only segment survived the dict collapse, so OpenAI was never asked for word timestamps

After (7d5a2c1)

  1. The same request, same clip, same key
$ curl -s -X POST http://localhost:4577/v1/audio/transcriptions \
    -H "Authorization: Bearer sk-qa-1234" \
    -F "model=whisper-1" -F "[email protected]" -F "response_format=verbose_json" \
    -F "timestamp_granularities[]=word" -F "timestamp_granularities[]=segment" \
    | jq '{text, words: (.words | length), segments: (.segments | length)}'
{
  "text": "The quick brown fox jumps over the lazy dog. Light LLM keeps every timestamp granularity.",
  "words": 15,
  "segments": 2
}
  1. Both granularities come back, 15 word entries and 2 segments

Type

🐛 Bug Fix
✅ Test

Caveats (if any)

  • F601 found the bug; the other three rules are prevention
  • Vertex Maps test now skips on upstream 500 instead of passing

Final Attestation

  • The tests check the right things, including the edge cases, and regressions in the respective real-world customer use-cases are not possible after this PR

get_form_data collapsed the FormData multidict with dict(form) before the loop
that rebuilds `foo[]` arrays ever ran, so a request sending
timestamp_granularities[]=word and timestamp_granularities[]=segment reached the
provider as ["segment"] with the first value silently dropped. Read the multidict
with multi_items() instead.

The test could not catch it because its mock was a plain dict carrying the same
key twice, which Python collapses exactly the way the bug did. Every request.form
mock that fed get_form_data now returns real FormData.
Four more ruff rules for code the test suite runs but never checks. F601 is the
one that paid: the duplicate key it flagged in a get_form_data fixture was the
mock reproducing the production bug fixed in the previous commit.

B025 removed two unreachable handlers, one of them a pytest.skip shadowed by an
earlier `pass`, so an upstream Vertex flake reported green having asserted
nothing. F632 turned an `is ""` identity check, which passes only on CPython
interning, into the `== ""` it meant. B023 fixed three closures over loop
variables, all latent today but one iteration-order change away from checking the
last case N times.
@greptile-apps

greptile-apps Bot commented Aug 22, 2026 •

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Greptile Summary

The PR preserves all values from repeated array-style form keys and strengthens tests and lint checks that detect ineffective test logic.

  • Iterates over FormData.multi_items() so repeated foo[] values are accumulated.
  • Replaces dictionary-based form mocks with real FormData instances.
  • Enables additional Ruff checks and repairs the affected tests.

Confidence Score: 5/5

The PR appears safe to merge.

No blocking failure remains.

Important Files Changed

Filename Overview
litellm/proxy/common_utils/http_parsing_utils.py Form parsing now iterates every multidict entry and accumulates repeated array-style keys.
tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py Form mocks now use FormData, and the regression test verifies that both repeated values survive.
ruff-tests.toml Test linting now detects duplicate dictionary keys, loop-variable closures, unreachable exception handlers, and identity comparisons with literals.

Reviews (2): Last reviewed commit: "Merge remote-tracking branch 'origin/lit..." | Re-trigger Greptile

Comment thread litellm/proxy/common_utils/http_parsing_utils.py Outdated
@codecov

codecov Bot commented Aug 22, 2026 •

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Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

@codspeed

codspeed Bot commented Aug 22, 2026 •

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Merging this PR will not alter performance

✅ 31 untouched benchmarks


Comparing litellm_ruff_dead_test_code (7d5a2c1) with litellm_internal_staging (d447be1)1

Open in CodSpeed

Footnotes

  1. No successful run was found on litellm_internal_staging (f005afa) during the generation of this report, so d447be1 was used instead as the comparison base. There might be some changes unrelated to this pull request in this report. ↩

@ryan-crabbe-berri

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@greptile re review

@mateo-berri mateo-berri left a comment

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LGTM. Thanks Ryan!

@ryan-crabbe-berri
ryan-crabbe-berri merged commit 776b585 into litellm_internal_staging Aug 24, 2026
82 of 83 checks passed
@ryan-crabbe-berri
ryan-crabbe-berri deleted the litellm_ruff_dead_test_code branch August 24, 2026 19:31
doonga pushed a commit to greyrock-labs/home-ops that referenced this pull request Sep 6, 2026
…00.0) (#124)

This PR contains the following updates:

| Package | Update | Change |
|---|---|---|
| [ghcr.io/berriai/litellm](https://images.chainguard.dev/directory/image/wolfi-base/overview) ([source](https://github.com/BerriAI/litellm)) | minor | `v1.99.1` → `v1.100.0` |

---

### Release Notes

<details>
<summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary>

### [`v1.100.0`](https://github.com/BerriAI/litellm/releases/tag/v1.100.0)

[Compare Source](https://github.com/BerriAI/litellm/compare/v1.99.1...v1.100.0)

#### Verify Docker Image Signature

All LiteLLM Docker images are signed with [cosign](https://docs.sigstore.dev/cosign/overview/). Every release is signed with the same key introduced in [commit `0112e53`](https://github.com/BerriAI/litellm/commit/0112e53046018d726492c814b3644b7d376029d0).

**Verify using the pinned commit hash (recommended):**

A commit hash is cryptographically immutable, so this is the strongest way to ensure you are using the original signing key:

```bash
cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/0112e53046018d726492c814b3644b7d376029d0/cosign.pub \
  ghcr.io/berriai/litellm:v1.100.0
```

**Verify using the release tag (convenience):**

Tags are protected in this repository and resolve to the same key. This option is easier to read but relies on tag protection rules:

```bash
cosign verify \
  --key https://raw.githubusercontent.com/BerriAI/litellm/v1.100.0/cosign.pub \
  ghcr.io/berriai/litellm:v1.100.0
```

Expected output:

```
The following checks were performed on each of these signatures:
  - The cosign claims were validated
  - The signatures were verified against the specified public key
```

***

#### What's Changed

- fix(responses): keep the conversation when chaining previous\_response\_id on the bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37956](https://github.com/BerriAI/litellm/pull/37956)
- feat(newrelic): per-team New Relic trace routing via team callbacks by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;37603](https://github.com/BerriAI/litellm/pull/37603)
- perf(ci): cache uv dependencies in the lint job by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37783](https://github.com/BerriAI/litellm/pull/37783)
- perf(ci): fan the budget checkers out across cores by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37784](https://github.com/BerriAI/litellm/pull/37784)
- ci: port the Postgres suites off CircleCI onto service containers by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37785](https://github.com/BerriAI/litellm/pull/37785)
- feat(ci): gate patching of SDK internals in tests as TQ008 by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37787](https://github.com/BerriAI/litellm/pull/37787)
- ci: measure enterprise/ coverage by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37788](https://github.com/BerriAI/litellm/pull/37788)
- ci: run the keyless caching tests that ran in no job by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37790](https://github.com/BerriAI/litellm/pull/37790)
- fix(ci): run the migration DDL guard, and stop it reading comments as SQL by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37791](https://github.com/BerriAI/litellm/pull/37791)
- ci: run the enterprise package suite in GitHub Actions by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37798](https://github.com/BerriAI/litellm/pull/37798)
- perf(ci): give the two longest unit shards the runner's spare cores by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37804](https://github.com/BerriAI/litellm/pull/37804)
- test(exception-mapping): pin the status and error-shape table every provider maps to by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37807](https://github.com/BerriAI/litellm/pull/37807)
- fix(terraform): add soft\_budget, tags, and soft\_budget\_alerting\_emails to litellm\_team by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37918](https://github.com/BerriAI/litellm/pull/37918)
- fix(ui): theme the created-key box so it follows dark mode by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37985](https://github.com/BerriAI/litellm/pull/37985)
- fix(ui): restore the public model name tooltip layout in the add model flow by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37986](https://github.com/BerriAI/litellm/pull/37986)
- fix(ui): render team and org tpm/rpm limits of 0 as 0 instead of Unlimited by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37916](https://github.com/BerriAI/litellm/pull/37916)
- fix(ui): repoint the key detail URL to the rotated hash after regenerating by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37968](https://github.com/BerriAI/litellm/pull/37968)
- fix(ui): make playground chat bubbles theme-aware by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;37978](https://github.com/BerriAI/litellm/pull/37978)
- fix(UI): correct skill install command and marketplace setup UX by [@&#8203;ozolam](https://github.com/ozolam) in [#&#8203;33514](https://github.com/BerriAI/litellm/pull/33514)
- fix(proxy): skip health checks for strategy routers by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37966](https://github.com/BerriAI/litellm/pull/37966)
- fix(databricks): bill cached tokens at cache rates and add missing Claude pricing by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37975](https://github.com/BerriAI/litellm/pull/37975)
- fix(anthropic): round-trip thinking blocks to OpenAI backends on /v1/messages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;37953](https://github.com/BerriAI/litellm/pull/37953)
- fix(a2a): normalize agent card protocolBinding casing before transport match by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37917](https://github.com/BerriAI/litellm/pull/37917)
- fix(interactions): track cost and spend for Google Interactions API requests by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;33310](https://github.com/BerriAI/litellm/pull/33310)
- fix(bedrock): stop emitting an empty assistant delta after the finish\_reason chunk by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36806](https://github.com/BerriAI/litellm/pull/36806)
- fix(anthropic): reconcile enum with declared type in output\_format schema by [@&#8203;dkindlund](https://github.com/dkindlund) in [#&#8203;37882](https://github.com/BerriAI/litellm/pull/37882)
- feat(azure\_ai): support entra id / oauth auth on every azure ai foundry route by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35415](https://github.com/BerriAI/litellm/pull/35415)
- fix(ui): boot the UI image as an arbitrary uid by anchoring nginx writes under /tmp by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37982](https://github.com/BerriAI/litellm/pull/37982)
- fix(proxy): parse form-encoded video edit/extension bodies after auth by [@&#8203;Souravrajvi0](https://github.com/Souravrajvi0) in [#&#8203;36513](https://github.com/BerriAI/litellm/pull/36513)
- fix(anthropic): keep legacy thinking budget\_tokens on Claude 4.6 models on /v1/messages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38108](https://github.com/BerriAI/litellm/pull/38108)
- fix(utils): make prompt\_token\_calculator count claude models again by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38130](https://github.com/BerriAI/litellm/pull/38130)
- fix(proxy): keep every value of a repeated form key, and gate the tests that hid it by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;37908](https://github.com/BerriAI/litellm/pull/37908)
- fix(health): apply model\_info.health\_check\_params to health check probes by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38101](https://github.com/BerriAI/litellm/pull/38101)
- fix(runwayml): route every generation endpoint and fix video cost tracking by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38115](https://github.com/BerriAI/litellm/pull/38115)
- fix(passthrough): attribute spend and release budget reservation on router-model /vllm and /azure routes by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38111](https://github.com/BerriAI/litellm/pull/38111)
- fix: match OpenAI SDK wire format on image/video routes by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38104](https://github.com/BerriAI/litellm/pull/38104)
- fix(ci): give three unit shards a job deadline that outlasts their pytest budget by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38139](https://github.com/BerriAI/litellm/pull/38139)
- feat(ui): add Gemini Family auto-router preset by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38138](https://github.com/BerriAI/litellm/pull/38138)
- fix(logging\_worker): carry queued tasks across event-loop change instead of dropping them by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38144](https://github.com/BerriAI/litellm/pull/38144)
- feat(proxy): enforce vector-store upload security controls on /v1/rag/ingest by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38135](https://github.com/BerriAI/litellm/pull/38135)
- test(e2e): pin require\_managed\_files enforcement behind a marker-gated stack phase by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38117](https://github.com/BerriAI/litellm/pull/38117)
- refactor(ui): move the dashboard onto class-variance-authority by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38125](https://github.com/BerriAI/litellm/pull/38125)
- refactor(utils)!: delete prompt\_token\_calculator by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38132](https://github.com/BerriAI/litellm/pull/38132)
- fix(auto-router): list configured auto-routers in the usage picker before they have traffic by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38129](https://github.com/BerriAI/litellm/pull/38129)
- refactor(ui): install the shadcn field primitive by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38126](https://github.com/BerriAI/litellm/pull/38126)
- fix(complexity\_router): keep both ends of a clipped classifier context turn by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38141](https://github.com/BerriAI/litellm/pull/38141)
- fix(ci): ignore-list recursive form-field flatteners in recursive\_detector by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38149](https://github.com/BerriAI/litellm/pull/38149)
- fix(passthrough): stop leaking the caller's virtual key on credential-less Vertex passthrough by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38114](https://github.com/BerriAI/litellm/pull/38114)
- fix(router): stop copying forwarded credentials into retry breadcrumbs by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38133](https://github.com/BerriAI/litellm/pull/38133)
- feat(e2e): record and replay streamed provider responses chunk-for-chunk by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38136](https://github.com/BerriAI/litellm/pull/38136)
- fix: tolerate stream chunks without a choices key in stream\_chunk\_builder by [@&#8203;AkshaySasi](https://github.com/AkshaySasi) in [#&#8203;34382](https://github.com/BerriAI/litellm/pull/34382)
- fix(files): decode x-litellm-model encoded file\_id in chat + responses by [@&#8203;hclsys](https://github.com/hclsys) in [#&#8203;29832](https://github.com/BerriAI/litellm/pull/29832)
- fix(videos): forward uploaded source file on /v1/videos/edits to the provider by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38155](https://github.com/BerriAI/litellm/pull/38155)
- fix(s3\_v2): percent-encode object keys once so signed and sent URLs match by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38005](https://github.com/BerriAI/litellm/pull/38005)
- feat(ui): add error-code drilldown for failed requests on caching page by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38156](https://github.com/BerriAI/litellm/pull/38156)
- feat(search): add Grounding with Bing Search (bing\_grounding) as a search provider by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38119](https://github.com/BerriAI/litellm/pull/38119)
- ci: ban row-rewriting DML from prisma migrations by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;37899](https://github.com/BerriAI/litellm/pull/37899)
- fix(langsmith): keep root-run ids self-consistent so batch ingest stops rejecting header-tagged requests by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38116](https://github.com/BerriAI/litellm/pull/38116)
- ci(e2e): record the e2e suite weekly and replay it on weekdays with zero egress by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38163](https://github.com/BerriAI/litellm/pull/38163)
- chore(codeowners): unown ui container plumbing and generated files by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38124](https://github.com/BerriAI/litellm/pull/38124)
- fix(logging): skip parsing redacted tool call arguments by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38169](https://github.com/BerriAI/litellm/pull/38169)
- feat(complexity\_router): bound the classifier context block, not each turn in it by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38145](https://github.com/BerriAI/litellm/pull/38145)
- fix(http\_handler): dispose aiohttp session when AsyncHTTPHandler is finalized without a running loop by [@&#8203;anmolg1997](https://github.com/anmolg1997) in [#&#8203;36670](https://github.com/BerriAI/litellm/pull/36670)
- fix(proxy): reset a stuck team member's budget by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;37971](https://github.com/BerriAI/litellm/pull/37971)
- fix(anthropic/bedrock): request summarized adaptive thinking for reasoning\_effort and use provider thinking token counts by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37979](https://github.com/BerriAI/litellm/pull/37979)
- fix(completion\_extras): forward reasoning\_effort=max through the Responses API bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38222](https://github.com/BerriAI/litellm/pull/38222)
- feat(vertex\_ai): add native Vertex AI Interactions API support by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38229](https://github.com/BerriAI/litellm/pull/38229)
- test(mcp): drain the logging worker after each test so queued callbacks cannot leak into the next test by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38228](https://github.com/BerriAI/litellm/pull/38228)
- fix(ui): forward OAuth issuer/authorization/token/registration URLs from the MCP server edit form by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;38154](https://github.com/BerriAI/litellm/pull/38154)
- fix(together\_ai): default endpoints to api.together.ai instead of api.together.xyz by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38233](https://github.com/BerriAI/litellm/pull/38233)
- fix(bedrock\_mantle): register a Bedrock runtime passthrough config so /bedrock/model/<deployment>/invoke works by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38231](https://github.com/BerriAI/litellm/pull/38231)
- fix(router): resolve provider from api\_base in deployment validation and acompletion by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38235](https://github.com/BerriAI/litellm/pull/38235)
- fix(model\_prices): raise bedrock\_mantle gpt-5.6 max\_input\_tokens to Mantle's enforced [`1050000`](https://github.com/BerriAI/litellm/commit/1050000) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38225](https://github.com/BerriAI/litellm/pull/38225)
- fix(bedrock\_mantle): normalize Codex input item types Mantle rejects by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38227](https://github.com/BerriAI/litellm/pull/38227)
- fix(proxy): store the actual selected model in spend logs for Azure Model Router by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37770](https://github.com/BerriAI/litellm/pull/37770)
- feat(router): per-group supported reasoning efforts with the max level by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;37897](https://github.com/BerriAI/litellm/pull/37897)
- fix(proxy): stop expected 4xx responses from saturating worker CPU on failure logging by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38102](https://github.com/BerriAI/litellm/pull/38102)
- fix(caching): use upstream RedisCluster on redis-py with per-connection recovery by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38171](https://github.com/BerriAI/litellm/pull/38171)
- perf(auth): drop guaranteed-miss internal-cache Redis read from team object lookup by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38073](https://github.com/BerriAI/litellm/pull/38073)
- fix(together\_ai): route chat completions through a dedicated TogetherAIChatConfig by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38248](https://github.com/BerriAI/litellm/pull/38248)
- fix(ui): read reasoning tokens from Responses API output\_tokens\_details by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;37952](https://github.com/BerriAI/litellm/pull/37952)
- fix(dashboard): don't show a stale provider prompt-cache chip on a response-cache hit by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;37951](https://github.com/BerriAI/litellm/pull/37951)
- fix(ui): render tag-based guardrail mode instead of crashing the guardrails page by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37493](https://github.com/BerriAI/litellm/pull/37493)
- fix(scim): return user\_id as Group members\[].value on transformed group responses by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38161](https://github.com/BerriAI/litellm/pull/38161)
- fix(scim): preserve existing team memberships when POST /Users adoption carries no groups by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38166](https://github.com/BerriAI/litellm/pull/38166)
- fix(router): support mid-stream fallback for anthropic\_messages route type by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;38153](https://github.com/BerriAI/litellm/pull/38153)
- fix(auth): support wildcard prefixes in jwt team\_allowed\_routes by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37756](https://github.com/BerriAI/litellm/pull/37756)
- feat(models): add missing Together AI serverless models to the cost map by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38230](https://github.com/BerriAI/litellm/pull/38230)
- fix(cerebras)!: add max\_retries and extra\_headers to get\_supported\_openai\_params by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;36601](https://github.com/BerriAI/litellm/pull/36601)
- fix(anthropic): translate tool\_result document blocks in the /v1/messages bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38251](https://github.com/BerriAI/litellm/pull/38251)
- fix(team): serialize member\_add, member\_delete, and delete under the team's advisory lock by [@&#8203;yassin-berriai](https://github.com/yassin-berriai) in [#&#8203;37969](https://github.com/BerriAI/litellm/pull/37969)
- docs(pr-template): split Caveats bullets into severity tiers and call for plain engineering language by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38252](https://github.com/BerriAI/litellm/pull/38252)
- fix(anthropic): carry tool\_result document blocks through the /v1/messages responses bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38261](https://github.com/BerriAI/litellm/pull/38261)
- fix(together\_ai): pass tools through for models missing from the registry by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38265](https://github.com/BerriAI/litellm/pull/38265)
- fix(anthropic): carry user-content document blocks through the /v1/messages responses bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38267](https://github.com/BerriAI/litellm/pull/38267)
- fix(rerank): emit latency and cost headers on /rerank by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;35419](https://github.com/BerriAI/litellm/pull/35419)
- perf(streaming): add shared JSONFragmentAccumulator for Vertex and Anthropic by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;36610](https://github.com/BerriAI/litellm/pull/36610)
- fix(together\_ai): strip internal thinking fields from outbound messages, keep reasoning\_content by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38275](https://github.com/BerriAI/litellm/pull/38275)
- fix(router): persist attempted\_fallbacks and original\_model\_group into spend logs metadata by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38107](https://github.com/BerriAI/litellm/pull/38107)
- fix(logging): redact tool call arguments to valid JSON and preserve null content by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38182](https://github.com/BerriAI/litellm/pull/38182)
- fix(ui): stack policy flow builder below the popup layer so guardrail options render by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38273](https://github.com/BerriAI/litellm/pull/38273)
- test: gate the test tree on B003 so a test cannot swap os.environ for a plain dict by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38274](https://github.com/BerriAI/litellm/pull/38274)
- refactor(repositories): type prisma table access with one generic protocol by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38205](https://github.com/BerriAI/litellm/pull/38205)
- fix(anthropic): buffer streamed responses carrying server-fulfilled tools so retrieval tool calls never reach the client by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;36245](https://github.com/BerriAI/litellm/pull/36245)
- test(together\_ai): regression suite across chat, responses, and messages surfaces by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38283](https://github.com/BerriAI/litellm/pull/38283)
- feat(logging): add async\_post\_call\_failure\_deployment\_hook by [@&#8203;deepanshululla](https://github.com/deepanshululla) in [#&#8203;36657](https://github.com/BerriAI/litellm/pull/36657)
- chore: bump litellm-enterprise 0.1.59 -> 0.1.60, litellm 1.99.0 -> 1.100.0 by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38243](https://github.com/BerriAI/litellm/pull/38243)
- test(e2e): cover Together AI reasoning, tool calls, template kwargs, and cost through a live proxy by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38286](https://github.com/BerriAI/litellm/pull/38286)
- fix(logging): keep tracebacks for provider-originated 4xx errors by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38296](https://github.com/BerriAI/litellm/pull/38296)
- chore(ci): promote internal staging to main by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38293](https://github.com/BerriAI/litellm/pull/38293)
- refactor(ui): install the shadcn alert primitive by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38300](https://github.com/BerriAI/litellm/pull/38300)
- refactor(ui): re-pull label, textarea, separator and skeleton from the registry by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38302](https://github.com/BerriAI/litellm/pull/38302)
- feat(prometheus): configure deployment caller identity by [@&#8203;mphilippnv](https://github.com/mphilippnv) in [#&#8203;38221](https://github.com/BerriAI/litellm/pull/38221)
- test(e2e): let the Together replayed-reasoning case survive a single provider miss by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38314](https://github.com/BerriAI/litellm/pull/38314)
- fix(otel): map /v1/messages provider errors before failure logging by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38310](https://github.com/BerriAI/litellm/pull/38310)
- fix(exceptions): map upstream status codes for providers with no exception\_type branch by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38318](https://github.com/BerriAI/litellm/pull/38318)
- fix(passthrough): record ownership of streamed responses under managed ids by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38320](https://github.com/BerriAI/litellm/pull/38320)
- fix(proxy): encrypt streamed responses ids on /openai/v1/responses and /responses aliases by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38325](https://github.com/BerriAI/litellm/pull/38325)
- test(cost-calc): pin the rate fallbacks inside a tiered-pricing tier by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38327](https://github.com/BerriAI/litellm/pull/38327)
- test(e2e): cover the Bedrock provider-feature cells customers run by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38232](https://github.com/BerriAI/litellm/pull/38232)
- fix(together\_ai): fail open on response\_format instead of dropping it for unregistered models by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38269](https://github.com/BerriAI/litellm/pull/38269)
- fix(proxy): honor DATABASE\_DISABLE\_PREPARED\_STATEMENTS in componentized entrypoints by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38363](https://github.com/BerriAI/litellm/pull/38363)
- fix(anthropic-responses): preserve structured output strictness by [@&#8203;eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) in [#&#8203;38211](https://github.com/BerriAI/litellm/pull/38211)
- chore(typing): roll up the daily tech debt cleanups from Aug 20 to Aug 26 by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37922](https://github.com/BerriAI/litellm/pull/37922)
- fix(router): resolve hidden aliases for explicit lookup by [@&#8203;daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#&#8203;38272](https://github.com/BerriAI/litellm/pull/38272)
- fix(ui): keep focus in the add model public name input while typing by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38366](https://github.com/BerriAI/litellm/pull/38366)
- fix(model\_prices): price 1-hour cache writes on claude-3-haiku and claude-3-opus at 2x input by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38371](https://github.com/BerriAI/litellm/pull/38371)
- fix(proxy): keep the caller's Google token on credential-less Vertex passthrough under custom auth by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38299](https://github.com/BerriAI/litellm/pull/38299)
- fix(mcp): preserve provider access token lifetime by [@&#8203;daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#&#8203;38271](https://github.com/BerriAI/litellm/pull/38271)
- chore(ui): remove stale "New" badges from the dashboard by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38374](https://github.com/BerriAI/litellm/pull/38374)
- test(cost-estimate): pin the prices and period totals /cost/estimate returns by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38315](https://github.com/BerriAI/litellm/pull/38315)
- fix(ci): let the mutation workflow find covered lines so it generates mutants by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38305](https://github.com/BerriAI/litellm/pull/38305)
- fix(model\_prices): raise bedrock\_mantle gpt-5.5 and gpt-5.4 max\_input\_tokens to Mantle's enforced [`1050000`](https://github.com/BerriAI/litellm/commit/1050000) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38368](https://github.com/BerriAI/litellm/pull/38368)
- fix(azure/realtime): authenticate realtime websocket with Azure AD token when no api-key by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;34658](https://github.com/BerriAI/litellm/pull/34658)
- fix(bedrock): map reasoning\_effort to reasoning.effort for OpenAI GPT-5.x on Converse by [@&#8203;6matt](https://github.com/6matt) in [#&#8203;38279](https://github.com/BerriAI/litellm/pull/38279)
- test(prometheus): cover caller-identity config failure cases by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38380](https://github.com/BerriAI/litellm/pull/38380)
- fix(redis): support credential providers across clients by [@&#8203;eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) in [#&#8203;38094](https://github.com/BerriAI/litellm/pull/38094)
- fix(health): support `mode: image_edit` in health checks by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38291](https://github.com/BerriAI/litellm/pull/38291)
- fix(cost-map): add US data residency uplift to claude-sonnet-4-6 and mythos entries by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38369](https://github.com/BerriAI/litellm/pull/38369)
- fix(anthropic): raise missing-credential error on /v1/messages passthrough by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38240](https://github.com/BerriAI/litellm/pull/38240)
- fix(mcp): complete DCR bridge OAuth challenges by [@&#8203;daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#&#8203;37384](https://github.com/BerriAI/litellm/pull/37384)
- test(proxy): pin the request-validation contracts in proxy/\_types.py by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38307](https://github.com/BerriAI/litellm/pull/38307)
- docs(CLAUDE.md): add pull-before-work rule by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38386](https://github.com/BerriAI/litellm/pull/38386)
- fix(anthropic): scale cache costs by fast mode and trust served speed by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38378](https://github.com/BerriAI/litellm/pull/38378)
- fix(pricing): add azure gpt-5.6 cache write rates and correct data zone priority by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38370](https://github.com/BerriAI/litellm/pull/38370)
- docs: tighten the pull-before-work rule in CLAUDE.md by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38389](https://github.com/BerriAI/litellm/pull/38389)
- fix(health): strip credential fields from GET /health output by [@&#8203;Siraj637909](https://github.com/Siraj637909) in [#&#8203;37090](https://github.com/BerriAI/litellm/pull/37090)
- fix(minimax): attach MINIMAX\_API\_KEY on anthropic messages requests by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38393](https://github.com/BerriAI/litellm/pull/38393)
- refactor(ui): replace hand-picked z-index values with one named scale and lint it by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38282](https://github.com/BerriAI/litellm/pull/38282)
- fix(health): probe Azure GA realtime path for transcription-only models by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38390](https://github.com/BerriAI/litellm/pull/38390)
- fix(bedrock): parse cacheDetails for Converse 1h/5m cache write cost split by [@&#8203;danielva-monday](https://github.com/danielva-monday) in [#&#8203;36762](https://github.com/BerriAI/litellm/pull/36762)
- fix(caching): flush async cache writes cancelled at event loop shutdown by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38385](https://github.com/BerriAI/litellm/pull/38385)
- fix(router): resolve model\_group\_alias before pre-routing strategy dispatch by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38382](https://github.com/BerriAI/litellm/pull/38382)
- feat(proxy): enforce rpm/tpm on model add + fix validation error title in UI by [@&#8203;kunal2002](https://github.com/kunal2002) in [#&#8203;36518](https://github.com/BerriAI/litellm/pull/36518)
- refactor(ui): move every page header onto the shared PageHeader by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38306](https://github.com/BerriAI/litellm/pull/38306)
- fix(proxy): stop cache eviction errors from failing /key/update by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38308](https://github.com/BerriAI/litellm/pull/38308)
- fix(aiohttp): honor global ssl\_verify on the aiohttp\_openai handler path by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38400](https://github.com/BerriAI/litellm/pull/38400)
- fix(logging\_worker): rescue dequeued logging tasks lost at event loop close by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38394](https://github.com/BerriAI/litellm/pull/38394)
- fix(caching): require the namespace delimiter when checking already-namespaced redis keys by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38403](https://github.com/BerriAI/litellm/pull/38403)
- fix(prompts): reject keyed prompt\_data with prompt\_id and populate prompt version by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38404](https://github.com/BerriAI/litellm/pull/38404)
- fix(cost\_calculator): resolve real cost key when model\_name alias contains '/' by [@&#8203;ksk2023](https://github.com/ksk2023) in [#&#8203;38344](https://github.com/BerriAI/litellm/pull/38344)
- fix(cost-map): correct prompt\_cache\_min\_tokens for Claude Fable 5 and backfill Anthropic re-export entries by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38405](https://github.com/BerriAI/litellm/pull/38405)
- test(azure-ai): pin the 422 retry that drops the field the provider rejected by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38309](https://github.com/BerriAI/litellm/pull/38309)
- refactor(ui): read the auto-router tier set through one row list by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38408](https://github.com/BerriAI/litellm/pull/38408)
- fix(proxy): stop empty DB router\_settings lists from clobbering yaml fallbacks by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38406](https://github.com/BerriAI/litellm/pull/38406)
- fix(team): allow no-reset default budgets for team members by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37708](https://github.com/BerriAI/litellm/pull/37708)
- fix: forward image content lists to DeepSeek vision models by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38397](https://github.com/BerriAI/litellm/pull/38397)
- fix(fireworks\_ai): stop using the trace id as the session affinity key by [@&#8203;Hamjaster](https://github.com/Hamjaster) in [#&#8203;35754](https://github.com/BerriAI/litellm/pull/35754)
- fix(gemini-realtime): keep the client's voice on Vertex AI native-audio Live by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38395](https://github.com/BerriAI/litellm/pull/38395)
- fix(vertex\_ai): bill Gemini grounding per unique web search query by [@&#8203;ousamabenyounes](https://github.com/ousamabenyounes) in [#&#8203;36397](https://github.com/BerriAI/litellm/pull/36397)
- fix(health): make the image\_edit health probe moderation-safe by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38417](https://github.com/BerriAI/litellm/pull/38417)
- test: gate the test tree on fifteen assertion and handler rules it already satisfies by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38361](https://github.com/BerriAI/litellm/pull/38361)
- fix(proxy): key lazy openapi stubs off registered features, not sys.modules by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38416](https://github.com/BerriAI/litellm/pull/38416)
- fix(proxy): derive auto-router health from its underlying models by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38174](https://github.com/BerriAI/litellm/pull/38174)
- fix(responses): let cache-control injection reach the system prompt from instructions by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38120](https://github.com/BerriAI/litellm/pull/38120)
- fix(gemini): bill Google Maps grounding as its own SKU by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38418](https://github.com/BerriAI/litellm/pull/38418)
- fix(speech): keep proxy metadata and completion cost through the TTS completion bridge by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38414](https://github.com/BerriAI/litellm/pull/38414)
- fix: map Gemini ON\_DEMAND\_FLEX traffic type to flex service tier by [@&#8203;bisma-nawaz](https://github.com/bisma-nawaz) in [#&#8203;37724](https://github.com/BerriAI/litellm/pull/37724)
- feat(langfuse): support langfuse\_environment as a per-key dynamic callback param by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38264](https://github.com/BerriAI/litellm/pull/38264)
- feat(proxy): hide unhealthy models from model listings, opt-in by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38313](https://github.com/BerriAI/litellm/pull/38313)
- fix(mcp): honor admin-entered OAuth URLs on authorize after issuer yield by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38379](https://github.com/BerriAI/litellm/pull/38379)
- fix(model\_prices): correct gemini-3.5-flash-lite flex cache-read pricing by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38422](https://github.com/BerriAI/litellm/pull/38422)
- fix(cost): price gemini-live-2.5-flash-native-audio realtime sessions by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38419](https://github.com/BerriAI/litellm/pull/38419)
- fix(cost-map): correct Gemini TTS and native-audio rates by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38412](https://github.com/BerriAI/litellm/pull/38412)
- fix(prompts): propagate PATCHed prompt templates to every worker and pod by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38411](https://github.com/BerriAI/litellm/pull/38411)
- fix(model\_prices): bill gemini -latest/preview alias cache reads at 10% of input by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38423](https://github.com/BerriAI/litellm/pull/38423)
- fix(proxy): sync search tools into the router on management writes by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38392](https://github.com/BerriAI/litellm/pull/38392)
- feat(guardrails): track Azure Prompt Shield usage and cost with spend isolation by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38387](https://github.com/BerriAI/litellm/pull/38387)
- fix(prompts): apply prompt templates before routing on /v1/responses and honor ignore\_prompt\_manager\_model by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38407](https://github.com/BerriAI/litellm/pull/38407)
- fix(cost): make cost-breakdown headers respect service tier by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38424](https://github.com/BerriAI/litellm/pull/38424)
- fix(mcp): add litellm\[mcp] extra and actionable error when streamable\_http\_client is missing by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38399](https://github.com/BerriAI/litellm/pull/38399)
- revert(proxy): remove router\_model\_name from auto-routed response bodies by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38429](https://github.com/BerriAI/litellm/pull/38429)
- fix(google\_genai): price streamed generateContent with the provider that served it by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36055](https://github.com/BerriAI/litellm/pull/36055)
- fix(logging): stop billing and logging response reads as LLM calls by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;36890](https://github.com/BerriAI/litellm/pull/36890)
- fix(budget): serialize model\_max\_budget before the /budget/update write by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38430](https://github.com/BerriAI/litellm/pull/38430)
- fix(ui): block the auto-router submit on a missing classifier model and an orphaned keyword rule by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38427](https://github.com/BerriAI/litellm/pull/38427)
- feat(complexity\_router): heuristic-first classifier chaining by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38428](https://github.com/BerriAI/litellm/pull/38428)
- test(e2e): un-skip the per-model budget update case by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38437](https://github.com/BerriAI/litellm/pull/38437)
- fix(cost): stop double-billing cached tokens that overlap a modality by [@&#8203;Srivatsa03](https://github.com/Srivatsa03) in [#&#8203;37407](https://github.com/BerriAI/litellm/pull/37407)
- feat(ui): add Teams list CSV export with budgets, model grants, and rate limits by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38436](https://github.com/BerriAI/litellm/pull/38436)
- fix(mcp): accept raw x-litellm-api-key on streamable HTTP admission by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38364](https://github.com/BerriAI/litellm/pull/38364)
- fix: bound row count on GET /spend/logs to stop unbounded LiteLLM\_SpendLogs scans by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38420](https://github.com/BerriAI/litellm/pull/38420)
- fix(scim): apply default\_team\_params (incl. models) to SCIM-created teams by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38433](https://github.com/BerriAI/litellm/pull/38433)
- fix(prompts): propagate prompt deletes to every worker and pod by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38434](https://github.com/BerriAI/litellm/pull/38434)
- fix(anthropic\_adapter): carry web search cost into /v1/messages breakdown headers by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38439](https://github.com/BerriAI/litellm/pull/38439)
- fix(ui): show custom technical keywords on every router whose scorer runs by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38451](https://github.com/BerriAI/litellm/pull/38451)
- fix(e2e): move the vertex realtime suite off the retired Live preview model by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38454](https://github.com/BerriAI/litellm/pull/38454)
- feat(newrelic): per-team cost and usage metrics via team callbacks by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;37610](https://github.com/BerriAI/litellm/pull/37610)
- fix(ui): carry a preset's per-tier litellm\_params through the prefill by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38453](https://github.com/BerriAI/litellm/pull/38453)
- fix(e2e): size the mid-conversation-system cache prefix above the minimum deterministically by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38468](https://github.com/BerriAI/litellm/pull/38468)
- fix(e2e): disable thinking on the gemini chat cost test instead of racing its budget by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38469](https://github.com/BerriAI/litellm/pull/38469)
- feat(ui): put the auto-router savings hero on a spend rail and a four-tile row by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38470](https://github.com/BerriAI/litellm/pull/38470)
- feat(ui): toggle internal health check visibility in request logs by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38391](https://github.com/BerriAI/litellm/pull/38391)
- fix(mcp): canonicalize bearer scheme on bridge egress by [@&#8203;daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#&#8203;38398](https://github.com/BerriAI/litellm/pull/38398)
- refactor: clean up fresh tech debt from 2026-08-27 window by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38484](https://github.com/BerriAI/litellm/pull/38484)
- fix(exception\_mapping\_utils): map unmapped exceptions when model and provider are unset by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38496](https://github.com/BerriAI/litellm/pull/38496)
- fix(ui\_sso): resolve highest privilege Entra app role, not first in claim by [@&#8203;imranismail](https://github.com/imranismail) in [#&#8203;36728](https://github.com/BerriAI/litellm/pull/36728)
- fix(proxy): regenerate lazy OpenAPI snapshot and guard it in CI by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38410](https://github.com/BerriAI/litellm/pull/38410)
- feat(ui): add cache hit/miss filter to Request Logs by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38432](https://github.com/BerriAI/litellm/pull/38432)
- fix(bedrock): sign rerank requests with the shared header-filtered SigV4 helper (internal copy of [#&#8203;36462](https://github.com/BerriAI/litellm/issues/36462)) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38093](https://github.com/BerriAI/litellm/pull/38093)
- fix(bedrock): sign rerank requests with the shared, header-filtered SigV4 helper by [@&#8203;noahnistler](https://github.com/noahnistler) in [#&#8203;36462](https://github.com/BerriAI/litellm/pull/36462)
- fix(ui): order the auto-routers table newest first so a new router lands on page one by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38545](https://github.com/BerriAI/litellm/pull/38545)
- feat(ui): run the Anthropic Family preset's reasoning tier on Opus 5 at high thinking by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38490](https://github.com/BerriAI/litellm/pull/38490)
- build(ui): bump nginx to 1.31-alpine by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38541](https://github.com/BerriAI/litellm/pull/38541)
- feat(otel): support per-team/per-key service.name for OTel v2 destinations by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38532](https://github.com/BerriAI/litellm/pull/38532)
- test(e2e): de-flake the cost-header cache read and the router fallback control by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38435](https://github.com/BerriAI/litellm/pull/38435)
- feat(gemini): day-0 support for gemini-3.5-transcribe and transcribe-live by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38540](https://github.com/BerriAI/litellm/pull/38540)
- feat(health): opt-in model-group allowlist for background health checks and health-check routing by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38539](https://github.com/BerriAI/litellm/pull/38539)
- fix(mcp): keep upstream OAuth Authorization when jwt signer hook injects one on tools/call by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38555](https://github.com/BerriAI/litellm/pull/38555)
- fix: suppress misleading register\_model unresolved-cost warnings for entries without custom pricing by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38542](https://github.com/BerriAI/litellm/pull/38542)
- feat(proxy): opt-in budget rollover carrying overage into the next window by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38514](https://github.com/BerriAI/litellm/pull/38514)
- fix(auth): skip guaranteed-miss team lookup for the litellm-dashboard sentinel by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38471](https://github.com/BerriAI/litellm/pull/38471)
- fix(key\_management): allow /key/update to keep or shrink MCP server grants the key already holds by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38463](https://github.com/BerriAI/litellm/pull/38463)
- fix: keep schema reconciliation from fighting a partitioned LiteLLM\_SpendLogs by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38452](https://github.com/BerriAI/litellm/pull/38452)
- fix(ui): open select popups below the trigger instead of over it by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38554](https://github.com/BerriAI/litellm/pull/38554)
- fix(realtime): bill trailing audio when a Gemini transcribe Live session closes by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38563](https://github.com/BerriAI/litellm/pull/38563)
- test(e2e): cover key generate and update on the Admin UI path by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38448](https://github.com/BerriAI/litellm/pull/38448)
- chore: bump litellm-enterprise 0.1.60 -> 0.1.61, litellm-proxy-extras 0.4.89 -> 0.4.90 by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38566](https://github.com/BerriAI/litellm/pull/38566)
- fix(ui): let the paginated search select keep what the user types by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38475](https://github.com/BerriAI/litellm/pull/38475)
- fix(otel): anchor MCP tool-call spans to the gateway's own trace, link the client's context by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38317](https://github.com/BerriAI/litellm/pull/38317)
- fix: roll up the open deflake fixes for the MCP logging queue, PTU rollup, license gate, and pricing test isolation by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;37833](https://github.com/BerriAI/litellm/pull/37833)
- fix(model\_prices): rolling registry audit - verified models and rates for Novita, DeepInfra, W\&B, Bedrock Sol, Gemini, Fireworks, Azure gpt-5.6, Mistral, Together by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38207](https://github.com/BerriAI/litellm/pull/38207)
- test(together\_ai): assert fail-open supported params for models missing from the registry by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38487](https://github.com/BerriAI/litellm/pull/38487)
- test(e2e): let the together tool tests accept parallel calls by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38567](https://github.com/BerriAI/litellm/pull/38567)
- feat(mcp): let a resolved OAuth token target a custom upstream header by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38456](https://github.com/BerriAI/litellm/pull/38456)
- feat(together\_ai): map reasoning\_effort per model class by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38263](https://github.com/BerriAI/litellm/pull/38263)
- feat(dashscope): support qwen-image-3.0 and qwen-image-3.0-pro image generation by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38449](https://github.com/BerriAI/litellm/pull/38449)
- fix(cost): apply Together AI cache read pricing and per-model registry rates by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38280](https://github.com/BerriAI/litellm/pull/38280)
- fix(guardrails): forward aws\_external\_id when the bedrock guardrail assumes a role by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38376](https://github.com/BerriAI/litellm/pull/38376)
- fix(transcription): synthesize srt/vtt output for adapters without native subtitle formats by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38561](https://github.com/BerriAI/litellm/pull/38561)
- fix(streaming): preserve provider service-tier metadata so Vertex flex streams bill at flex rates by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38458](https://github.com/BerriAI/litellm/pull/38458)
- fix(realtime): bill Gemini Live native-audio output tokens at the audio rate by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38457](https://github.com/BerriAI/litellm/pull/38457)
- fix(anthropic): carry tool\_reference tool results through the guardrail translation round trip by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38465](https://github.com/BerriAI/litellm/pull/38465)
- fix(anthropic-adapter): pass provider-native and OpenAI-format tools through on /v1/messages by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38431](https://github.com/BerriAI/litellm/pull/38431)
- test(e2e): serve the vision image from our own fixture by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38575](https://github.com/BerriAI/litellm/pull/38575)
- feat(together\_ai): add zai-org/GLM-5.3-Flash to the model registry by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38486](https://github.com/BerriAI/litellm/pull/38486)
- fix(ui): stop server-searched comboboxes from clobbering picks and queries by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38574](https://github.com/BerriAI/litellm/pull/38574)
- feat(model\_prices): let a map entry declare its exact reasoning\_effort levels by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38481](https://github.com/BerriAI/litellm/pull/38481)
- fix(anthropic): carry the adaptive effort tier to every bridged Claude target by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38533](https://github.com/BerriAI/litellm/pull/38533)
- feat(alerting): add native Microsoft Teams alerting destination by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38367](https://github.com/BerriAI/litellm/pull/38367)
- chore(proxy): resync the generated API artifacts with the current models by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38587](https://github.com/BerriAI/litellm/pull/38587)
- fix(router): reject complexity-router settings written outside complexity\_router\_config by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38570](https://github.com/BerriAI/litellm/pull/38570)
- feat(ui): session-level cache observability in request logs by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38442](https://github.com/BerriAI/litellm/pull/38442)
- fix(ui): link Virtual Keys hint through the migrated /ui route by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38596](https://github.com/BerriAI/litellm/pull/38596)
- fix(anthropic): carry the effort tier only where the target declares reasoning\_effort by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38592](https://github.com/BerriAI/litellm/pull/38592)
- fix(presidio): chunk oversized text before /analyze so large content blocks do not fail by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38483](https://github.com/BerriAI/litellm/pull/38483)
- fix(logging): stop stream-based log collectors classifying INFO logs as errors by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38476](https://github.com/BerriAI/litellm/pull/38476)
- feat(ui): dry-run an auto-router config against the backend before saving it by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38595](https://github.com/BerriAI/litellm/pull/38595)
- fix(guardrails): add fail-open mode to CrowdStrike AIDR guardrail by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38568](https://github.com/BerriAI/litellm/pull/38568)
- fix(router): copy instead of mutating caller metadata when scrubbing fallback stamp keys by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38586](https://github.com/BerriAI/litellm/pull/38586)
- feat(proxy): opt-in enforce\_fallback\_model\_access authorizes router fallbacks against the calling key by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38572](https://github.com/BerriAI/litellm/pull/38572)
- fix(langfuse): warn and drop invalid LANGFUSE\_TRACING\_ENVIRONMENT instead of failing requests by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38582](https://github.com/BerriAI/litellm/pull/38582)
- fix(tencent): route thinking through extra\_body in chat completions by [@&#8203;FelipeRodriguesGare](https://github.com/FelipeRodriguesGare) in [#&#8203;38100](https://github.com/BerriAI/litellm/pull/38100)
- test-check-commits by [@&#8203;nickhac](https://github.com/nickhac) in [#&#8203;36344](https://github.com/BerriAI/litellm/pull/36344)
- feat(proxy): dry-run a real request body on /auto\_router/test\_routing by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38590](https://github.com/BerriAI/litellm/pull/38590)
- fix(shadow\_eval): refuse a judge model that also serves one of the arms it grades by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38589](https://github.com/BerriAI/litellm/pull/38589)
- fix(anthropic): resolve /v1/messages effort tiers through the capability owner by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38492](https://github.com/BerriAI/litellm/pull/38492)
- fix(router): fall over on raised mid-stream errors in /v1/messages streams by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38606](https://github.com/BerriAI/litellm/pull/38606)
- feat(models): add daily Together AI model registry sync script and workflow by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38257](https://github.com/BerriAI/litellm/pull/38257)
- feat(ui): the model and wire layer for operator-defined auto-router tier sets by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38602](https://github.com/BerriAI/litellm/pull/38602)
- fix(moonshot, together\_ai): send the reasoning effort Kimi K3 accepts by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38611](https://github.com/BerriAI/litellm/pull/38611)
- fix(ui): one-click theme toggle and matching Docs/Blog styling in the top bar by [@&#8203;ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#&#8203;38601](https://github.com/BerriAI/litellm/pull/38601)
- feat(proxy): opt-in flags to require rpm/tpm on model and project create by [@&#8203;ansh-agrawal](https://github.com/ansh-agrawal) in [#&#8203;36514](https://github.com/BerriAI/litellm/pull/36514)
- fix(exceptions): keep a refused connection an APIConnectionError by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38624](https://github.com/BerriAI/litellm/pull/38624)
- chore(ci): promote internal staging to main by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38616](https://github.com/BerriAI/litellm/pull/38616)
- fix(anthropic): drop and self-heal empty thinking blocks on /v1/messages by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38625](https://github.com/BerriAI/litellm/pull/38625)
- fix(anthropic): handle per-level reasoning\_effort flags without supports\_reasoning by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38618](https://github.com/BerriAI/litellm/pull/38618)
- fix(complexity\_router): route client housekeeping calls to the cheapest tier by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38598](https://github.com/BerriAI/litellm/pull/38598)
- test: fix staging CI regressions from [#&#8203;38182](https://github.com/BerriAI/litellm/issues/38182), [#&#8203;38144](https://github.com/BerriAI/litellm/issues/38144), [#&#8203;38265](https://github.com/BerriAI/litellm/issues/38265), [#&#8203;37962](https://github.com/BerriAI/litellm/issues/37962), and [#&#8203;37969](https://github.com/BerriAI/litellm/issues/37969) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38304](https://github.com/BerriAI/litellm/pull/38304)
- feat(spend): report prompt caching savings as total and gateway-attributed by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38134](https://github.com/BerriAI/litellm/pull/38134)
- fix(proxy): let llm\_api virtual keys read /model\_group/info by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38662](https://github.com/BerriAI/litellm/pull/38662)
- feat(ui): edit the auto-router tier set with custom classifier-defined tiers by [@&#8203;tin-berri](https://github.com/tin-berri) in [#&#8203;38603](https://github.com/BerriAI/litellm/pull/38603)
- fix(proxy): count tools, system, and Anthropic image and document blocks in the count\_tokens fallback (internal copy of [#&#8203;36671](https://github.com/BerriAI/litellm/issues/36671)) by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38657](https://github.com/BerriAI/litellm/pull/38657)
- test: refresh the suites that drifted from langfuse and OpenAI's retired Assistants API by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38637](https://github.com/BerriAI/litellm/pull/38637)
- test(e2e): unskip four tests whose blockers no longer hold by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38640](https://github.com/BerriAI/litellm/pull/38640)
- feat(proxy): add paginated GET /public/v1/model\_hub by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38636](https://github.com/BerriAI/litellm/pull/38636)
- refactor(ui): type search tool params from the generated schema by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38633](https://github.com/BerriAI/litellm/pull/38633)
- feat(a2a): semantic search over the agent registry via GET /v1/agents?query and an agent\_search MCP tool by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38609](https://github.com/BerriAI/litellm/pull/38609)
- fix(model\_prices): add bedrock\_mantle gpt-5.5/5.4 272K tiers, align sol with AWS invoice by [@&#8203;mateo-berri](https://github.com/mateo-berri) in [#&#8203;38615](https://github.com/BerriAI/litellm/pull/38615)
- fix(ui): keep the usage filter visible when the caller's scope is empty by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38581](https://github.com/BerriAI/litellm/pull/38581)
- fix(registry): add Gemini Omni 1.1 Flash, xAI grok-imagine image models, Mistral cache-read pricing, GLM 5.3 Flash + Kimi K2.7 Code entries by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38560](https://github.com/BerriAI/litellm/pull/38560)
- fix(logging): preserve null end user in callbacks by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38642](https://github.com/BerriAI/litellm/pull/38642)
- test: close mutation-testing gaps in container, skills and openai-like config factories by [@&#8203;yuneng-berri](https://github.com/yuneng-berri) in [#&#8203;38677](https://github.com/BerriAI/litellm/pull/38677)
- fix: enforce MCP toolsets attached to a team, org, or internal user by [@&#8203;yucheng-berri](https://github.com/yucheng-berri) in [#&#8203;38488](https://github.com/BerriAI/litellm/pull/38488)
- fix(tests): drain the global logging worker in RAG aquery billing tests by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38653](https://github.com/BerriAI/litellm/pull/38653)
- chore(techdebt): type new signatures and drop slop comments from the last 24h by [@&#8203;devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#&#8203;38644](https://github.com/Be…
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