feat(ui): shadow evals tab beside auto-router usage - #36588
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 The implementation is solid overall — clean separation of concerns, good type safety via generated schema types, proper RBAC gates, and thorough test coverage of the full state matrix. Here's what earns it a 4 rather than a 5: What's well done:
What holds it to 4:
None of these are blockers — the feature works correctly and the tests will catch regressions — but item 1 is the kind of subtle staleness bug that would show up as a UX report ("the section didn't update after my job finished"), so it's worth addressing before merge. |
Greptile SummaryAdds an administrative Shadow eval workflow to the Auto-Router usage tab, including paginated key selection, start and stop controls, per-job polling, result summaries, and historical evaluations
Confidence Score: 4/5The PR appears safe to merge, with one non-blocking immutability cleanup in the router-option derivation The shadow-evaluation lifecycle, endpoint error propagation, key identifier contract, authorization presentation, and polling behavior align with the backend contracts; only avoidable mutable option-building remains Files Needing Attention: ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalSection.tsx
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| Filename | Overview |
|---|---|
| ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalSection.tsx | Implements the complete shadow-evaluation UI and state matrix; router option derivation violates the repository's immutability convention |
| ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/useShadowEval.ts | Adds typed list, detail, start, stop, invalidation, and active-job polling hooks with centralized HTTP error propagation |
| ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.ts | Adds correctly keyed and paginated infinite loading for the key picker |
| ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/AutoRouterBenchmarksTab.tsx | Mounts the shadow-evaluation section outside benchmark-body state branches so it remains available independently |
| ui/litellm-dashboard/src/app/(dashboard)/cost-optimization/_components/ShadowEvalSection.test.tsx | Adds substantial coverage for permissions, list and detail states, concurrent jobs, mutations, form payloads, and result rendering |
Reviews (1): Last reviewed commit: "feat(ui): shadow eval section on the aut..." | Re-trigger Greptile
| const names = new Set<string>(); | ||
| for (const deployment of autoRouters ?? []) { | ||
| if (deployment.model_name) names.add(deployment.model_name); | ||
| } | ||
| return [...names].sort().map((name) => ({ label: name, value: name })); |
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Avoid incremental option mutation
The router-option derivation incrementally mutates names, contrary to the repository's immutability convention and adding avoidable mutable local state
| const names = new Set<string>(); | |
| for (const deployment of autoRouters ?? []) { | |
| if (deployment.model_name) names.add(deployment.model_name); | |
| } | |
| return [...names].sort().map((name) => ({ label: name, value: name })); | |
| const names = new Set( | |
| (autoRouters ?? []).flatMap((deployment) => (deployment.model_name ? [deployment.model_name] : [])), | |
| ); | |
| return [...names].sort().map((name) => ({ label: name, value: name })); |
Context Used: CLAUDE.md (source)
Note: If this suggestion doesn't match your team's coding style, reply to this and let me know. I'll remember it for next time!
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Fixed with the suggested immutable construction plus toSorted and a type predicate
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Both findings addressed, rebased onto the backend tip. @greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 Here's the breakdown: What's solid:
The one gap holding it to 4:
export const useShadowEvalJobs = (accessToken: string | null) =>
$api.useQuery("get", LIST_PATH, {}, {
enabled: Boolean(accessToken),
retry: 1,
refetchInterval: (query) =>
(query.state.data ?? []).some((job) => job.status === "running") ? ACTIVE_POLL_MS : false,
});Everything else is clean — the architecture, tests, and UX gates are production-ready. The natural-completion stale-list case is the only real remaining gap. |
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✅ Bugbot reviewed your changes and found no new issues!
Comment @cursor review or bugbot run to trigger another review on this PR
Reviewed by Cursor Bugbot for commit 52d0d09. Configure here.
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Rebased onto the backend tip, no UI changes. @greptileai can you reply here with a score and why that score? |
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bugbot run |
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4/5 The implementation is solid overall. Here's the breakdown: What's well done:
The one notable gap — form doesn't reset on success: After Minor:
The deduction is primarily for the missing form reset, which is a visible UX issue on first use. Everything else holds up well. |
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List staleness fixed, rebased onto the backend tip. @greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4.5 / 5 Why: Strengths that push it up:
Minor nits keeping it from 5:
None of these are blocking. Implementation is solid and ready for a maintainer look pending the backend PR merge. |
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Rebased onto the backend tip, no UI changes. @greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 Solid implementation that follows the repo's established patterns well. Here's the breakdown: What's done well:
Minor issues holding back a 5:
None of these are blockers given this is a dashboard-only feature gated behind admin roles. The implementation is production-ready pending the backend PR merge. |
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@greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 Here's the breakdown: What's strong:
What holds it to 4:
None of these are blocking — the feature is well-scoped, the auth and billing-cost guards are in place, and the test matrix is thorough. Minor typing and pattern cleanup would push this to 5. |
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Fixed at the shared component: PaginatedSearchSelect gains errorText, the key picker passes its query error, regression test added |
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Installed base-ui types tab values as any, all three sibling hooks cast pageParam, and startBody now builds in the click handler. @greptileai can you reply here with a score and why that score? |
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bugbot run |
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Score: 4/5 All three issues from the previous round are resolved cleanly:
What's keeping it at 4 rather than 5:
Everything else — the 403 guard, the polled |
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Select values are nullable in the installed base-ui typings (nine matching annotations exist), pageParam is now fully parameterised, and the twin mutations share one helper |
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@greptileai can you reply here with a score and why that score? |
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Score: 4/5 Here's why: What's strong:
What holds it from 5/5:
None of these are blockers. The implementation is solid, the test suite is the best part of this PR, and the component boundaries are clean. Merge-ready pending the maintainer's pass. |
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Shadow eval hooks now read auth via useAuthorized like the hooks directory, removing the accessToken prop threading |
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Tab values are any in installed base-ui typings, the guard mirrors CostOptimizationView. @greptileai can you reply here with a score and why that score? |
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That clarification is correct and resolves the concern. If base-ui types Score: 4/5 The implementation is solid across the board — comprehensive state matrix tests (139 passing), explicit loading/error/data states in every query, correct 15 s polling tied to job status, admin/view-only gates, and the The one remaining note keeping it from 5/5 is minor: |
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useAuthorized has 131 call sites reading one reactive store; passing it as props would reinstate the threading the previous round asked to remove |
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@greptileai can you reply here with a score and why that score? |
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Score: 4/5 This is a well-executed PR. Here's the breakdown: What's strong:
What holds it to 4:
Overall this is clean, well-tested UI work — the state-matrix discipline in the tests is notably above average for frontend PRs. |
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…8.0) (#393)
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 | `v1.97.0` → `v1.98.0` |
---
### Release Notes
<details>
<summary>BerriAI/litellm (ghcr.io/berriai/litellm)</summary>
### [`v1.98.0`](https://github.com/BerriAI/litellm/releases/tag/v1.98.0)
[Compare Source](https://github.com/BerriAI/litellm/compare/v1.98.0...v1.98.0)
##### 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:v1.98.0
```
**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/v1.98.0/cosign.pub \
ghcr.io/berriai/litellm:v1.98.0
```
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(bedrock): drop toolSpec.strict for Claude Sonnet 5 on Converse by [@​kr0k](https://github.com/kr0k) in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@​mateo-berri](https://github.com/mateo-berri) in [#​36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@​HuanQian571](https://github.com/HuanQian571) in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@​mateo-berri](https://github.com/mateo-berri) in [#​36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes PR template section with Caveats by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36423](https://github.com/BerriAI/litellm/pull/36423)
- fix(bedrock): enable native structured output for GLM 5 and DeepSeek V3.2 by [@​alexshtf](https://github.com/alexshtf) in [#​35669](https://github.com/BerriAI/litellm/pull/35669)
- feat(ptu): daily rollup writes per-model PTU flat cost by active hour by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35343](https://github.com/BerriAI/litellm/pull/35343)
- feat(logging): add opt-in session\_id and trace\_id correlation to JSON log records via contextvars by [@​deepanshululla](https://github.com/deepanshululla) in [#​34418](https://github.com/BerriAI/litellm/pull/34418)
- feat(ptu): surface PTU flat cost on the daily activity read path by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35391](https://github.com/BerriAI/litellm/pull/35391)
- feat(router): add per-deployment allowed\_fails\_policy and cooldown\_time override support by [@​deepanshululla](https://github.com/deepanshululla) in [#​34416](https://github.com/BerriAI/litellm/pull/34416)
- feat(ptu): add PTU inputs to the model form and flat cost to the Usage page by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35393](https://github.com/BerriAI/litellm/pull/35393)
- fix(cost): price dict-shaped image input token details at the image rate by [@​vairodp](https://github.com/vairodp) in [#​33490](https://github.com/BerriAI/litellm/pull/33490)
- fix(model\_prices): refresh deprecation dates, correct xAI pricing and add missing provider models by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36403](https://github.com/BerriAI/litellm/pull/36403)
- feat(ptu): gate PTU flat-cost attribution behind an opt-in env var by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36138](https://github.com/BerriAI/litellm/pull/36138)
- ci: cache Prisma CLI and engine binaries, split test timeout from setup by [@​mateo-berri](https://github.com/mateo-berri) in [#​36417](https://github.com/BerriAI/litellm/pull/36417)
- feat(rate limiting): configurable estimated output tokens per key, team and model by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36143](https://github.com/BerriAI/litellm/pull/36143)
- fix(ui): hide admin-only Logs tabs from roles that cannot call their endpoints by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36333](https://github.com/BerriAI/litellm/pull/36333)
- test(proxy): guard management\_v1 against fastapi names removed in supported releases by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36336](https://github.com/BerriAI/litellm/pull/36336)
- fix(ui): gate policy and prompt lookups on an admin capability by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36335](https://github.com/BerriAI/litellm/pull/36335)
- build(deps): bump pypdf to 6.15.0 to clear osv-scan by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36350](https://github.com/BerriAI/litellm/pull/36350)
- fix(proxy): isolate guardrail load failures per row by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36432](https://github.com/BerriAI/litellm/pull/36432)
- fix(ui): gate organization and agent usage views behind capabilities by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36334](https://github.com/BerriAI/litellm/pull/36334)
- fix(reset\_budget\_job): atomic budget cascade with chunked reset scans by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36287](https://github.com/BerriAI/litellm/pull/36287)
- feat(proxy): add GET /v1/indexes to list vector store indexes by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36289](https://github.com/BerriAI/litellm/pull/36289)
- feat(ui): show vector store indexes on the Vector Stores page by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36306](https://github.com/BerriAI/litellm/pull/36306)
- fix(proxy): treat SAML as configured in UI SSO detection by [@​fancybear-dev](https://github.com/fancybear-dev) in [#​36196](https://github.com/BerriAI/litellm/pull/36196)
- fix(bedrock): reject Anthropic server-side web\_search tool with actionable error by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36473](https://github.com/BerriAI/litellm/pull/36473)
- fix(ui): open the classifier prompt editor above the edit auto-router form by [@​tin-berri](https://github.com/tin-berri) in [#​36438](https://github.com/BerriAI/litellm/pull/36438)
- fix(arize): trace MCP tool calls instead of crashing on CallToolResult by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36453](https://github.com/BerriAI/litellm/pull/36453)
- refactor(ui): make illegal DataTable prop combinations unrepresentable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36470](https://github.com/BerriAI/litellm/pull/36470)
- fix(ui): scope Virtual Keys and Logs team lists to the caller by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36472](https://github.com/BerriAI/litellm/pull/36472)
- fix(ui): gate the Old Usage page behind a proxy-admin capability by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36469](https://github.com/BerriAI/litellm/pull/36469)
- docs(terraform): describe the provider release as automatic by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36467](https://github.com/BerriAI/litellm/pull/36467)
- feat(proxy): add per-deployment keepalive\_seconds SSE heartbeat to prevent load-balancer timeout on long streams by [@​deepanshululla](https://github.com/deepanshululla) in [#​34423](https://github.com/BerriAI/litellm/pull/34423)
- fix(router): cool down failed fallback deployments and correct cooldown TTL after Redis backfill by [@​deepanshululla](https://github.com/deepanshululla) in [#​35104](https://github.com/BerriAI/litellm/pull/35104)
- perf(spend): write each daily spend batch in one upsert statement by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36448](https://github.com/BerriAI/litellm/pull/36448)
- fix(ui): gate four sidebar pages on the roles their endpoints allow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36475](https://github.com/BerriAI/litellm/pull/36475)
- fix(ui): restore the Logs Deleted Teams tab for organization admins by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36478](https://github.com/BerriAI/litellm/pull/36478)
- fix(websearch): stop leaking interception control fields to providers by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36480](https://github.com/BerriAI/litellm/pull/36480)
- test(e2e): cover the Anthropic web\_search server tool on Bedrock by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36443](https://github.com/BerriAI/litellm/pull/36443)
- fix(router): warn when a deployment's credentials contradict its provider by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36486](https://github.com/BerriAI/litellm/pull/36486)
- fix: net prompt-caching savings against the cache-write premium by [@​tin-berri](https://github.com/tin-berri) in [#​36452](https://github.com/BerriAI/litellm/pull/36452)
- feat(ui): deployment affinity toggle for the auto-router by [@​tin-berri](https://github.com/tin-berri) in [#​36302](https://github.com/BerriAI/litellm/pull/36302)
- fix(bedrock): use deployment credentials for AWS requests by [@​daleselaji-dev](https://github.com/daleselaji-dev) in [#​36160](https://github.com/BerriAI/litellm/pull/36160)
- fix(anthropic): preserve midturn system corrections by [@​eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) in [#​34290](https://github.com/BerriAI/litellm/pull/34290)
- fix(email): stop duplicate legacy invitation email and fix its onboarding link by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36455](https://github.com/BerriAI/litellm/pull/36455)
- feat(ui): show models under each tier in routing benchmark chart by [@​tin-berri](https://github.com/tin-berri) in [#​36291](https://github.com/BerriAI/litellm/pull/36291)
- fix(proxy): inject streaming usage cost on openai passthrough streams by [@​mateo-berri](https://github.com/mateo-berri) in [#​36503](https://github.com/BerriAI/litellm/pull/36503)
- docs: require a user flow and live-proxy proof in bug reports by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36498](https://github.com/BerriAI/litellm/pull/36498)
- fix(proxy): add config\_updated\_at audit timestamp for virtual keys by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36488](https://github.com/BerriAI/litellm/pull/36488)
- docs: require a user flow and a stuck-at proof in feature requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36500](https://github.com/BerriAI/litellm/pull/36500)
- feat(router): add required-AND (&) tag prefix and allow\_fail\_open flag by [@​deepanshululla](https://github.com/deepanshululla) in [#​36193](https://github.com/BerriAI/litellm/pull/36193)
- feat(proxy): per-key prompt caching toggle via enable\_prompt\_caching by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36466](https://github.com/BerriAI/litellm/pull/36466)
- fix(bedrock): send tool-search beta header for Haiku 4.5 on Invoke /v1/messages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36502](https://github.com/BerriAI/litellm/pull/36502)
- fix(bedrock): preserve adaptive thinking effort through the /v1/messages bridge by [@​mateo-berri](https://github.com/mateo-berri) in [#​36507](https://github.com/BerriAI/litellm/pull/36507)
- ci: retry transient network fetch failures in lint workflow by [@​mateo-berri](https://github.com/mateo-berri) in [#​36563](https://github.com/BerriAI/litellm/pull/36563)
- fix(ui): stub useIsOrgAdmin in UsageTab tests so useCan needs no QueryClient by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36565](https://github.com/BerriAI/litellm/pull/36565)
- fix(alerting): dedupe scheduled Slack spend reports across pods by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36489](https://github.com/BerriAI/litellm/pull/36489)
- chore(typing): clear 1.6k basedpyright Any errors across 56 files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36543](https://github.com/BerriAI/litellm/pull/36543)
- fix(bedrock): add text block to converse user messages carrying documents by [@​mateo-berri](https://github.com/mateo-berri) in [#​36499](https://github.com/BerriAI/litellm/pull/36499)
- fix(deps): ship boto3 with the base SDK so bedrock works out of the box by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36568](https://github.com/BerriAI/litellm/pull/36568)
- fix(model\_prices): add provider-announced deprecation dates for Bedrock, Mistral, Cohere and Gemini models by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36538](https://github.com/BerriAI/litellm/pull/36538)
- chore: bump litellm-enterprise 0.1.54 -> 0.1.55, litellm-proxy-extras 0.4.84 -> 0.4.85, litellm 1.97.0 -> 1.98.0 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36577](https://github.com/BerriAI/litellm/pull/36577)
- fix(bedrock\_guardrails): skip ApplyGuardrail when there is no content to scan by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36441](https://github.com/BerriAI/litellm/pull/36441)
- fix(e2e): assert on the gen-AI span that served the stream, not the span count by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36582](https://github.com/BerriAI/litellm/pull/36582)
- test(e2e): harden vendor API coverage by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34557](https://github.com/BerriAI/litellm/pull/34557)
- test(e2e): add reproducers for passthrough and model budget gaps by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34657](https://github.com/BerriAI/litellm/pull/34657)
- test(e2e): cover google-native generateContent framing and prometheus queue time by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​34650](https://github.com/BerriAI/litellm/pull/34650)
- chore(ci): promote internal staging to main by [@​tin-berri](https://github.com/tin-berri) in [#​36560](https://github.com/BerriAI/litellm/pull/36560)
- feat(router): make routing groups callable as virtual models and list them in /v1/models by [@​tin-berri](https://github.com/tin-berri) in [#​36519](https://github.com/BerriAI/litellm/pull/36519)
- fix(xai): bill web\_search from server\_side\_tool\_usage\_details by [@​geraint0923](https://github.com/geraint0923) in [#​30817](https://github.com/BerriAI/litellm/pull/30817)
- fix(responses): init completed\_response on bridge streaming iterator ([#​35411](https://github.com/BerriAI/litellm/issues/35411)) by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35413](https://github.com/BerriAI/litellm/pull/35413)
- fix(batches): attribute Anthropic passthrough batch cost to the creating key, team and tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36468](https://github.com/BerriAI/litellm/pull/36468)
- feat(dashscope): add latest Model Studio models to the cost map by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36496](https://github.com/BerriAI/litellm/pull/36496)
- fix(proxy): track streamed passthrough Responses cost by [@​william-xue](https://github.com/william-xue) in [#​36529](https://github.com/BerriAI/litellm/pull/36529)
- fix(model\_prices): advertise native structured output on every Bedrock DeepSeek V3.2 and GLM 5 id by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36597](https://github.com/BerriAI/litellm/pull/36597)
- test(bedrock): repoint live Claude tests off the retired Claude 3 Sonnet by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36600](https://github.com/BerriAI/litellm/pull/36600)
- fix(anthropic): preserve speed=fast in usage for /v1/messages and pass-through by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36447](https://github.com/BerriAI/litellm/pull/36447)
- fix(proxy): forward resolved provider and deployment pricing in /cost/estimate by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35880](https://github.com/BerriAI/litellm/pull/35880)
- feat(proxy): global SSE keepalive ping interval for OpenAI-shaped streaming routes by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36154](https://github.com/BerriAI/litellm/pull/36154)
- fix(responses): preserve Codex namespace tool calls by [@​dcadenas](https://github.com/dcadenas) in [#​32536](https://github.com/BerriAI/litellm/pull/32536)
- fix(nvidia\_nim): preserve image passages and stop sending top\_k to /v1/ranking by [@​atomic](https://github.com/atomic) in [#​34177](https://github.com/BerriAI/litellm/pull/34177)
- fix: refactor HTTP handler initialization with client support by [@​Praveen11558](https://github.com/Praveen11558) in [#​30952](https://github.com/BerriAI/litellm/pull/30952)
- feat(lint): gate writable TypedDict fields with LIT012 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36590](https://github.com/BerriAI/litellm/pull/36590)
- perf(proxy): stagger scheduled background jobs across jobs and pods by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36589](https://github.com/BerriAI/litellm/pull/36589)
- test: remove four mirror test files that exercise none of their module by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34635](https://github.com/BerriAI/litellm/pull/34635)
- fix(router): stop re-applying router-selecting request tags to the routed tier's deployments by [@​mateo-berri](https://github.com/mateo-berri) in [#​36628](https://github.com/BerriAI/litellm/pull/36628)
- test: remove tests that never execute by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36681](https://github.com/BerriAI/litellm/pull/36681)
- fix(ui): align spend and budget columns by [@​daniel-meismer-zocdoc](https://github.com/daniel-meismer-zocdoc) in [#​35176](https://github.com/BerriAI/litellm/pull/35176)
- test: rename tests that a later definition shadowed by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36685](https://github.com/BerriAI/litellm/pull/36685)
- fix(passthrough): carry the budget reservation into request metadata by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36592](https://github.com/BerriAI/litellm/pull/36592)
- fix(mcp): bound MCP client requests with a session read timeout by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36675](https://github.com/BerriAI/litellm/pull/36675)
- fix(proxy): log requests rejected for an unparsable body in spend logs by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36673](https://github.com/BerriAI/litellm/pull/36673)
- refactor(ui): migrate cost-optimization to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36629](https://github.com/BerriAI/litellm/pull/36629)
- refactor(ui): migrate cost-tracking to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36631](https://github.com/BerriAI/litellm/pull/36631)
- refactor(ui): migrate admin-panel to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36635](https://github.com/BerriAI/litellm/pull/36635)
- refactor(ui): migrate users dashboard to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36642](https://github.com/BerriAI/litellm/pull/36642)
- refactor(ui): migrate prompts to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36643](https://github.com/BerriAI/litellm/pull/36643)
- refactor(ui): migrate team settings to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36641](https://github.com/BerriAI/litellm/pull/36641)
- refactor(ui): migrate models-and-endpoints to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36648](https://github.com/BerriAI/litellm/pull/36648)
- refactor(ui): migrate policy impact popover to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36653](https://github.com/BerriAI/litellm/pull/36653)
- fix(proxy): expand config-defined model access groups when resolving team models for /v2/model/info by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​34211](https://github.com/BerriAI/litellm/pull/34211)
- fix(batches): strip NUL bytes from passthrough batch tags before the managed object write by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36688](https://github.com/BerriAI/litellm/pull/36688)
- test(e2e-ui): verify UI mutations against the API instead of trusting the toast by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36632](https://github.com/BerriAI/litellm/pull/36632)
- fix(proxy): serialize model reconciles so concurrent model writes stop evicting each other by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36687](https://github.com/BerriAI/litellm/pull/36687)
- chore(e2e): port the compat-matrix cron publisher to tests/e2e/claude\_code by [@​mateo-berri](https://github.com/mateo-berri) in [#​36465](https://github.com/BerriAI/litellm/pull/36465)
- fix(router): never price a strategy-router alias by [@​tin-berri](https://github.com/tin-berri) in [#​36691](https://github.com/BerriAI/litellm/pull/36691)
- feat(model\_prices): add NVIDIA Nemotron 3.5 Lightning on OpenRouter and DeepInfra by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36696](https://github.com/BerriAI/litellm/pull/36696)
- feat(terraform/aws): make VPC, Aurora, and Redis optional by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36676](https://github.com/BerriAI/litellm/pull/36676)
- feat(ui): warn in the Admin UI when no Redis is configured by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36495](https://github.com/BerriAI/litellm/pull/36495)
- fix(ui): show and edit key-level router settings on a virtual key by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36674](https://github.com/BerriAI/litellm/pull/36674)
- fix(router): forward auto-router alias params from the marker entry, not the first same-name deployment by [@​mateo-berri](https://github.com/mateo-berri) in [#​36626](https://github.com/BerriAI/litellm/pull/36626)
- fix(bedrock\_mantle): 1M context window and long-context pricing for GPT-5.6 Sol/Terra/Luna by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36698](https://github.com/BerriAI/litellm/pull/36698)
- fix(model\_prices): sync the Groq registry with Groq's docs by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36664](https://github.com/BerriAI/litellm/pull/36664)
- fix(router): let untagged requests bypass a tagged pre-routing strategy on shared model names by [@​mateo-berri](https://github.com/mateo-berri) in [#​36627](https://github.com/BerriAI/litellm/pull/36627)
- fix(spend): stop losing spend log rows when a flush is cancelled by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34826](https://github.com/BerriAI/litellm/pull/34826)
- docs(claude): drop the @​ prefix from the PR template path by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36726](https://github.com/BerriAI/litellm/pull/36726)
- fix(langfuse): emit otel trace version and release on the keys langfuse v4 reads by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36702](https://github.com/BerriAI/litellm/pull/36702)
- test(interactions): follow Google spec drift replacing Turn with typed steps by [@​mateo-berri](https://github.com/mateo-berri) in [#​36730](https://github.com/BerriAI/litellm/pull/36730)
- refactor(ui): migrate team detail controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36695](https://github.com/BerriAI/litellm/pull/36695)
- refactor(ui): migrate guardrail and duration controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36693](https://github.com/BerriAI/litellm/pull/36693)
- refactor(ui): migrate guardrails-monitor, projects, logs to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​34606](https://github.com/BerriAI/litellm/pull/34606)
- refactor(ui): migrate search and user controls to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36694](https://github.com/BerriAI/litellm/pull/36694)
- fix(guardrails): scan and re-emit raw Anthropic SSE streams in the bedrock post-call hook by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36598](https://github.com/BerriAI/litellm/pull/36598)
- fix(helm): render nodeSelector on the migrations job by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36747](https://github.com/BerriAI/litellm/pull/36747)
- fix(langfuse): coerce header-sourced mask and trace-update steering values by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36740](https://github.com/BerriAI/litellm/pull/36740)
- refactor(ui): migrate usage tables to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36707](https://github.com/BerriAI/litellm/pull/36707)
- refactor(ui): migrate guardrails monitor table to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36709](https://github.com/BerriAI/litellm/pull/36709)
- refactor(ui): migrate guardrails content tables to shared DataTable by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36708](https://github.com/BerriAI/litellm/pull/36708)
- feat(gemini): day-0 pricing for gemini-3.7-flash by [@​mateo-berri](https://github.com/mateo-berri) in [#​36792](https://github.com/BerriAI/litellm/pull/36792)
- ci: promote staging to main by [@​mateo-berri](https://github.com/mateo-berri) in [#​36725](https://github.com/BerriAI/litellm/pull/36725)
- build(deps): bump nanoid to 3.3.18 to clear osv-scan by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36787](https://github.com/BerriAI/litellm/pull/36787)
- fix(router): stop scoring system prompt text for code/technical complexity by [@​tin-berri](https://github.com/tin-berri) in [#​36721](https://github.com/BerriAI/litellm/pull/36721)
- feat(complexity\_router): calibrate the classifier rubric with worked examples, selectable per router by [@​tin-berri](https://github.com/tin-berri) in [#​36578](https://github.com/BerriAI/litellm/pull/36578)
- fix(interactions): map step and turn history to Responses API roles and content types by [@​mateo-berri](https://github.com/mateo-berri) in [#​36733](https://github.com/BerriAI/litellm/pull/36733)
- fix(ui): restore playground model filtering by endpoint by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36130](https://github.com/BerriAI/litellm/pull/36130)
- fix(proxy/batches): stop forwarding custom\_llm\_provider twice in list and cancel by [@​anxkhn](https://github.com/anxkhn) in [#​32813](https://github.com/BerriAI/litellm/pull/32813)
- refactor(ui): migrate TokenFlow and JsonViewer to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36735](https://github.com/BerriAI/litellm/pull/36735)
- feat: pre-adoption shadow eval for the auto-router (blind pairwise judge, derived state) by [@​tin-berri](https://github.com/tin-berri) in [#​36587](https://github.com/BerriAI/litellm/pull/36587)
- refactor(ui): migrate SimpleMessageBlock and SimpleToolCallBlock to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36737](https://github.com/BerriAI/litellm/pull/36737)
- refactor(ui): migrate HistoryTree and CollapsibleMessage to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36738](https://github.com/BerriAI/litellm/pull/36738)
- refactor: replace Any with precise types across responses, proxy, and llms modules by [@​mateo-berri](https://github.com/mateo-berri) in [#​36763](https://github.com/BerriAI/litellm/pull/36763)
- refactor(ui): migrate TruncatedValue and OutputCard to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36739](https://github.com/BerriAI/litellm/pull/36739)
- refactor(ui): migrate SectionHeader and ToolsSection to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36793](https://github.com/BerriAI/litellm/pull/36793)
- feat(ui): migrate playground chat controls to shadcn by [@​mubashir1osmani](https://github.com/mubashir1osmani) in [#​36129](https://github.com/BerriAI/litellm/pull/36129)
- feat(xai): day-0 pricing for grok-4.6 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36805](https://github.com/BerriAI/litellm/pull/36805)
- feat(ui): highlight Auto Router in the navbar announcement by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36315](https://github.com/BerriAI/litellm/pull/36315)
- test(e2e): assert the model allow-list permits, not only denies by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36823](https://github.com/BerriAI/litellm/pull/36823)
- fix(proxy): tolerate a concurrent creator when creating spend views by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36824](https://github.com/BerriAI/litellm/pull/36824)
- fix(proxy): honor explicit null budget\_duration on team and key create + clearable UI dropdowns by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​36699](https://github.com/BerriAI/litellm/pull/36699)
- feat(model\_prices): add meta/muse-spark-1.2 and its contributor tier by [@​mateo-berri](https://github.com/mateo-berri) in [#​36717](https://github.com/BerriAI/litellm/pull/36717)
- fix(auth): carry team grants in lite login session tokens by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36826](https://github.com/BerriAI/litellm/pull/36826)
- feat(ui): show provider prompt cache tokens in chat response metrics by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36827](https://github.com/BerriAI/litellm/pull/36827)
- fix(auth): stop the team fallback from widening model access by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36837](https://github.com/BerriAI/litellm/pull/36837)
- fix(proxy/team): resolve member\_delete cleanup by user id, not the addressed email by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36839](https://github.com/BerriAI/litellm/pull/36839)
- fix(cli): launch agents as a child process on Windows by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36822](https://github.com/BerriAI/litellm/pull/36822)
- feat(ui): shadow evals tab beside auto-router usage by [@​tin-berri](https://github.com/tin-berri) in [#​36588](https://github.com/BerriAI/litellm/pull/36588)
- feat(cli): make the hidden `lite` command list configurable by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36816](https://github.com/BerriAI/litellm/pull/36816)
- feat(azure\_ai): add Fireworks FW model pricing on Azure AI Foundry by [@​emerzon](https://github.com/emerzon) in [#​35613](https://github.com/BerriAI/litellm/pull/35613)
- fix: enable xhigh reasoning support for gpt-5.4-mini models by [@​emerzon](https://github.com/emerzon) in [#​26909](https://github.com/BerriAI/litellm/pull/26909)
- feat(azure-ai): add Grok 4.3 model metadata by [@​emerzon](https://github.com/emerzon) in [#​27932](https://github.com/BerriAI/litellm/pull/27932)
- feat(ui): render request metrics on the /ui/chat surface by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36845](https://github.com/BerriAI/litellm/pull/36845)
- fix(ui): stop a deselected MCP server keeping its grant on a virtual key by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36840](https://github.com/BerriAI/litellm/pull/36840)
- fix(team): sweep dangling team references and cache on team delete by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36819](https://github.com/BerriAI/litellm/pull/36819)
- fix(mcp): resolve admin OAuth sessions from any worker via DB-backed drafts by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36844](https://github.com/BerriAI/litellm/pull/36844)
- refactor(ui): migrate usage to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36834](https://github.com/BerriAI/litellm/pull/36834)
- refactor(ui): migrate guardrails-monitor to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36838](https://github.com/BerriAI/litellm/pull/36838)
- refactor(ui): migrate playground to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36847](https://github.com/BerriAI/litellm/pull/36847)
- refactor(ui): migrate guardrails to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36832](https://github.com/BerriAI/litellm/pull/36832)
- fix(batches): stop uncostable batches from starving the cost poll page by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36714](https://github.com/BerriAI/litellm/pull/36714)
- perf(spend-logs): bound retention cleanup so one run cannot saturate the database by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36594](https://github.com/BerriAI/litellm/pull/36594)
- fix(proxy): fail config load when a callbacks entry is not dispatchable by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36858](https://github.com/BerriAI/litellm/pull/36858)
- fix(bedrock): hoist custom.defer\_loading before dropping custom on invoke tools by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36855](https://github.com/BerriAI/litellm/pull/36855)
- fix(access groups): sync assigned\_key\_ids from the key write paths by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36843](https://github.com/BerriAI/litellm/pull/36843)
- fix(mcp): expose client HTTP headers to logging callbacks and hooks by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36724](https://github.com/BerriAI/litellm/pull/36724)
- fix(ptu): stop per-token billing on a PTU-configured deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36829](https://github.com/BerriAI/litellm/pull/36829)
- fix(ui): add nvidia riva to the model provider list by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36769](https://github.com/BerriAI/litellm/pull/36769)
- fix(scripts): end make check with a ran/skipped summary and verdict by [@​mateo-berri](https://github.com/mateo-berri) in [#​36864](https://github.com/BerriAI/litellm/pull/36864)
- fix(proxy): track spend for OpenAI passthrough /v1/embeddings by [@​lostmartian](https://github.com/lostmartian) in [#​36660](https://github.com/BerriAI/litellm/pull/36660)
- test(proxy): stop monkeypatch.undo re-planting fixture-mocked prisma\_client by [@​mateo-berri](https://github.com/mateo-berri) in [#​36872](https://github.com/BerriAI/litellm/pull/36872)
- fix(access groups): sync assigned\_team\_ids from the team write paths by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36825](https://github.com/BerriAI/litellm/pull/36825)
- ci: drop the CircleCI ui\_build and ui\_unit\_tests jobs by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36893](https://github.com/BerriAI/litellm/pull/36893)
- fix(langfuse)!: source the emitted metadata blob from StandardLoggingPayload by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36744](https://github.com/BerriAI/litellm/pull/36744)
- refactor(ui): migrate Navbar off antd to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36902](https://github.com/BerriAI/litellm/pull/36902)
- refactor(ui): migrate log details drawer off antd to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36904](https://github.com/BerriAI/litellm/pull/36904)
- refactor(ui): migrate AI Hub off antd and tremor to shadcn by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36908](https://github.com/BerriAI/litellm/pull/36908)
- refactor(ui): move the shared dropdowns and selectors onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36924](https://github.com/BerriAI/litellm/pull/36924)
- refactor(ui): move the root-level dashboard components onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36927](https://github.com/BerriAI/litellm/pull/36927)
- refactor(ui): move the settings page and bulk user invite onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36936](https://github.com/BerriAI/litellm/pull/36936)
- refactor(ui): move the cost tracking components onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36955](https://github.com/BerriAI/litellm/pull/36955)
- ci: drop the duplicate proxy\_unit\_tests letter-shard workflow by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36866](https://github.com/BerriAI/litellm/pull/36866)
- refactor(ui): migrate shared common\_components off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36910](https://github.com/BerriAI/litellm/pull/36910)
- refactor(ui): migrate key info and permissions views off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36913](https://github.com/BerriAI/litellm/pull/36913)
- feat(proxy): serve Anthropic-native /v1/models for Claude Code gateway discovery by [@​Ar-maan05](https://github.com/Ar-maan05) in [#​35455](https://github.com/BerriAI/litellm/pull/35455)
- refactor(ui): migrate router settings and shared badges off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36915](https://github.com/BerriAI/litellm/pull/36915)
- refactor(ui): move the model hub and model select onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36918](https://github.com/BerriAI/litellm/pull/36918)
- fix(ui): keep the cost tracking removal confirmation open until it settles by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36960](https://github.com/BerriAI/litellm/pull/36960)
- refactor(ui): declare DateRangePickerValue locally instead of importing it from tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36962](https://github.com/BerriAI/litellm/pull/36962)
- fix(main): an explicit provider outranks a known OpenAI model name by [@​FahimaGold](https://github.com/FahimaGold) in [#​36800](https://github.com/BerriAI/litellm/pull/36800)
- fix(exception\_mapping): bare 429 in an error body no longer outranks the status code by [@​FahimaGold](https://github.com/FahimaGold) in [#​36705](https://github.com/BerriAI/litellm/pull/36705)
- refactor(ui): move MCP permission panels onto shadcn primitives by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36964](https://github.com/BerriAI/litellm/pull/36964)
- refactor(ui): migrate ten small dashboard files off antd and tremor by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36966](https://github.com/BerriAI/litellm/pull/36966)
- fix(proxy): force prisma recreate on postgres cached-plan error by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36428](https://github.com/BerriAI/litellm/pull/36428)
- fix(transcription): stop a zero output rate from zeroing transcription cost by [@​hMED22](https://github.com/hMED22) in [#​36914](https://github.com/BerriAI/litellm/pull/36914)
- fix(langfuse): restrict trace steering keys to real langfuse trace fields by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36862](https://github.com/BerriAI/litellm/pull/36862)
- Revert "fix(auth): stop the team fallback from widening model access" ([#​36837](https://github.com/BerriAI/litellm/issues/36837)) by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36982](https://github.com/BerriAI/litellm/pull/36982)
- fix(ui): show zeroed auto-router usage stats when a window has no sessions by [@​tin-berri](https://github.com/tin-berri) in [#​36868](https://github.com/BerriAI/litellm/pull/36868)
- fix(mcp): keep admin-entered oauth endpoints in management reads by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36888](https://github.com/BerriAI/litellm/pull/36888)
- fix(ui): distinguish hosted and local vLLM in the provider dropdown by [@​mateo-berri](https://github.com/mateo-berri) in [#​36974](https://github.com/BerriAI/litellm/pull/36974)
- fix(openai,azure): return a length-truncated 200 when the output budget fits no token by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36859](https://github.com/BerriAI/litellm/pull/36859)
- fix(proxy): always emit the Anthropic /v1/models token limits, null when unknown by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36961](https://github.com/BerriAI/litellm/pull/36961)
- feat(helm): add startupProbe and hpa.behavior to the componentized chart by [@​Louis-Vauterin](https://github.com/Louis-Vauterin) in [#​36382](https://github.com/BerriAI/litellm/pull/36382)
- fix(proxy): serve aggregate MCP endpoint on bare /mcp instead of 307-redirecting by [@​tin-berri](https://github.com/tin-berri) in [#​34845](https://github.com/BerriAI/litellm/pull/34845)
- feat(shadow\_eval): add reverse-direction shadow eval jobs by [@​tin-berri](https://github.com/tin-berri) in [#​36865](https://github.com/BerriAI/litellm/pull/36865)
- fix(proxy): requeue Redis spend buffer transactions when the DB commit fails by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​33881](https://github.com/BerriAI/litellm/pull/33881)
- feat(search): add Nimble as a search provider by [@​ilchemla](https://github.com/ilchemla) in [#​36347](https://github.com/BerriAI/litellm/pull/36347)
- fix(mcp): drop caller host and configured upstream headers from logged metadata by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​36901](https://github.com/BerriAI/litellm/pull/36901)
- fix(azure\_ai): recognize real Search doc endpoints so teams can read/write via passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36798](https://github.com/BerriAI/litellm/pull/36798)
- fix(anthropic): aggregate 5m/1h cache-write split across iterations path by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34860](https://github.com/BerriAI/litellm/pull/34860)
- fix(anthropic cost): apply regional geo uplift to cached tokens by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34850](https://github.com/BerriAI/litellm/pull/34850)
- fix(ui): match the MCP servers count badge to its sibling permission badges by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36984](https://github.com/BerriAI/litellm/pull/36984)
- fix(batches): mark terminal batch with no output file as processed in CheckBatchCost by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35360](https://github.com/BerriAI/litellm/pull/35360)
- fix(caching): cache anthropic /v1/messages responses, including streaming by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​34581](https://github.com/BerriAI/litellm/pull/34581)
- fix(anthropic\_messages): make tool\_result images visible to OpenAI-compatible providers by [@​hMED22](https://github.com/hMED22) in [#​34462](https://github.com/BerriAI/litellm/pull/34462)
- feat(fireworks\_ai): translate NIM/vLLM extra params to Fireworks-native args by [@​milesadkins](https://github.com/milesadkins) in [#​35969](https://github.com/BerriAI/litellm/pull/35969)
- fix(ui): stop the models tab strip from scrolling vertically by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36993](https://github.com/BerriAI/litellm/pull/36993)
- fix(ui): anchor chips-combobox popups to the field instead of the inner input by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36995](https://github.com/BerriAI/litellm/pull/36995)
- feat(proxy): per-component response cost headers by [@​erensh27](https://github.com/erensh27) in [#​36965](https://github.com/BerriAI/litellm/pull/36965)
- fix(cost): track OpenAI/Azure web search tool cost per call by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35286](https://github.com/BerriAI/litellm/pull/35286)
- fix(bedrock): resolve aliases in batch file records by [@​daleselaji-dev](https://github.com/daleselaji-dev) in [#​36159](https://github.com/BerriAI/litellm/pull/36159)
- fix: report real token usage on guardrail-blocked /v1/responses replies by [@​guptaishaan](https://github.com/guptaishaan) in [#​36907](https://github.com/BerriAI/litellm/pull/36907)
- fix(proxy): requeue spend logs when the DB write fails with a transport error by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36716](https://github.com/BerriAI/litellm/pull/36716)
- fix(cost): tiered pricing supports cache creation cost and is all-or-nothing by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36720](https://github.com/BerriAI/litellm/pull/36720)
- fix(vertex\_ai): translate /v1/embeddings batch rows to the Gemini embedding shape by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​35092](https://github.com/BerriAI/litellm/pull/35092)
- docs(claude): require ReadOnly on every TypedDict field (LIT012) by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37005](https://github.com/BerriAI/litellm/pull/37005)
- refactor(ui): migrate access group create modal to RHF + zod + shadcn by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37033](https://github.com/BerriAI/litellm/pull/37033)
- refactor(ui): re-sync badge and skeleton onto the base-vega shadcn style by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​36991](https://github.com/BerriAI/litellm/pull/36991)
- feat(ui): link user detail team names to team pages by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37022](https://github.com/BerriAI/litellm/pull/37022)
- fix(model\_prices): correct DeepSeek V4 max output tokens by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36925](https://github.com/BerriAI/litellm/pull/36925)
- fix(ui): rename models table Status column to Source by [@​ryan-crabbe-berri](https://github.com/ryan-crabbe-berri) in [#​37021](https://github.com/BerriAI/litellm/pull/37021)
- chore: bump litellm-enterprise 0.1.55 -> 0.1.56, litellm-proxy-extras 0.4.85 -> 0.4.86 by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37045](https://github.com/BerriAI/litellm/pull/37045)
- feat(proxy): gate the Global Control Plane worker registry on an enterprise license by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​36996](https://github.com/BerriAI/litellm/pull/36996)
- fix(model\_prices): add gemini 3.1 flash tts preview and legacy OpenAI shutdown dates by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36788](https://github.com/BerriAI/litellm/pull/36788)
- fix(panw\_prisma\_airs): surface scan\_id on allowed requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37037](https://github.com/BerriAI/litellm/pull/37037)
- fix(model\_map): flag native structured outputs on Anthropic-direct claude-sonnet-5 and claude-haiku-4-5 by [@​anmolg1997](https://github.com/anmolg1997) in [#​35930](https://github.com/BerriAI/litellm/pull/35930)
- fix(router): stop get\_router\_model\_info from wiping cached pricing by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36985](https://github.com/BerriAI/litellm/pull/36985)
- fix(redis): unwrap decorated \_\_init\_\_s when deriving the from\_url kwargs allowlist by [@​anmolg1997](https://github.com/anmolg1997) in [#​36654](https://github.com/BerriAI/litellm/pull/36654)
- fix(proxy): reserve the larger declared output budget for TPM limits by [@​yassin-berriai](https://github.com/yassin-berriai) in [#​37001](https://github.com/BerriAI/litellm/pull/37001)
- fix(databricks): surface provider usage, including prompt-cache counts, in streaming chunks by [@​pokepoke81](https://github.com/pokepoke81) in [#​36943](https://github.com/BerriAI/litellm/pull/36943)
- fix(spend): give a batch's cost row a primary key of its own by [@​marty-sullivan](https://github.com/marty-sullivan) in [#​36876](https://github.com/BerriAI/litellm/pull/36876)
- feat: shadow eval samples /v1/messages and /v1/responses traffic by [@​tin-berri](https://github.com/tin-berri) in [#​36830](https://github.com/BerriAI/litellm/pull/36830)
- fix(ptu): stop a PTU deployment billing for grounded search by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​37043](https://github.com/BerriAI/litellm/pull/37043)
- fix(fireworks\_ai): support router slugs via routers/ prefix by [@​heathriel](https://github.com/heathriel) in [#​34257](https://github.com/BerriAI/litellm/pull/34257)
- fix(bedrock): register managed-batch litellm\_params so they stop leaking to the provider (internal copy of [#​36633](https://github.com/BerriAI/litellm/issues/36633)) by [@​mateo-berri](https://github.com/mateo-berri) in [#​37048](https://github.com/BerriAI/litellm/pull/37048)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@​mateo-berri](https://github.com/mateo-berri) in [#​37047](https://github.com/BerriAI/litellm/pull/37047)
- fix(bedrock): resolve the managed-batch output bucket on every path that reads it by [@​marty-sullivan](https://github.com/marty-sullivan) in [#​36634](https://github.com/BerriAI/litellm/pull/36634)
- feat(scripts): queue heavy gates behind a machine-wide slot lock by [@​mateo-berri](https://github.com/mateo-berri) in [#​36988](https://github.com/BerriAI/litellm/pull/36988)
- feat(mcp): scope gateway session bearers to the RFC 8707 resource by [@​tin-berri](https://github.com/tin-berri) in [#​35045](https://github.com/BerriAI/litellm/pull/35045)
- feat(ui): direction picker and reverse-mode display for shadow evals by [@​tin-berri](https://github.com/tin-berri) in [#​36994](https://github.com/BerriAI/litellm/pull/36994)
- fix(guardrails): return the full PANW AIRS scan response on blocked requests by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37036](https://github.com/BerriAI/litellm/pull/37036)
- fix(passthrough): stop forwarding client Accept-Encoding upstream by [@​mateo-berri](https://github.com/mateo-berri) in [#​37058](https://github.com/BerriAI/litellm/pull/37058)
- fix(batches): account a managed batch's cost exactly once by [@​mateo-berri](https://github.com/mateo-berri) in [#​37050](https://github.com/BerriAI/litellm/pull/37050)
- fix(panw\_prisma\_airs): scan tool call args as plain text, not a tool\_event by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37038](https://github.com/BerriAI/litellm/pull/37038)
- feat(lint): exempt TypedDict-annotated dict literals from LIT002 by [@​mateo-berri](https://github.com/mateo-berri) in [#​36869](https://github.com/BerriAI/litellm/pull/36869)
- docs(claude): tell agents to let heavy gates queue for machine-wide slots by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​37057](https://github.com/BerriAI/litellm/pull/37057)
- test: unstick the suites CircleCI is failing on by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37059](https://github.com/BerriAI/litellm/pull/37059)
- docs(github): proof-of-fix section shows only the latest run as Before/After with nested cases by [@​mateo-berri](https://github.com/mateo-berri) in [#​37063](https://github.com/BerriAI/litellm/pull/37063)
- test(e2e): assert provider error shape instead of pinned prose by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37065](https://github.com/BerriAI/litellm/pull/37065)
- fix(ui): de-duplicate the reset budget option and polish shadcn surfaces by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37010](https://github.com/BerriAI/litellm/pull/37010)
- chore: rebuild Admin UI bundle from litellm\_internal\_staging by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37066](https://github.com/BerriAI/litellm/pull/37066)
- test(e2e/ui): assert the log drawer chevrons by their lucide classes by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37069](https://github.com/BerriAI/litellm/pull/37069)
- chore(ci): promote internal staging to main by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37042](https://github.com/BerriAI/litellm/pull/37042)
- fix(ui): keep completion-mode models in the playground chat dropdown (backport to rc/1.98.0) by [@​yuneng-berri](https://github.com/yuneng-berri) in [#​37955](https://github.com/BerriAI/litellm/pull/37955)
##### New Contributors
- [@​kr0k](https://github.com/kr0k) made their first contribution in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- [@​HuanQian571](https://github.com/HuanQian571) made their first contribution in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- [@​alexshtf](https://github.com/alexshtf) made their first contribution in [#​35669](https://github.com/BerriAI/litellm/pull/35669)
- [@​vairodp](https://github.com/vairodp) made their first contribution in [#​33490](https://github.com/BerriAI/litellm/pull/33490)
- [@​fancybear-dev](https://github.com/fancybear-dev) made their first contribution in [#​36196](https://github.com/BerriAI/litellm/pull/36196)
- [@​daleselaji-dev](https://github.com/daleselaji-dev) made their first contribution in [#​36160](https://github.com/BerriAI/litellm/pull/36160)
- [@​eugene-yao-zocdoc](https://github.com/eugene-yao-zocdoc) made their first contribution in [#​34290](https://github.com/BerriAI/litellm/pull/34290)
- [@​geraint0923](https://github.com/geraint0923) made their first contribution in [#​30817](https://github.com/BerriAI/litellm/pull/30817)
- [@​william-xue](https://github.com/william-xue) made their first contribution in [#​36529](https://github.com/BerriAI/litellm/pull/36529)
- [@​dcadenas](https://github.com/dcadenas) made their first contribution in [#​32536](https://github.com/BerriAI/litellm/pull/32536)
- [@​atomic](https://github.com/atomic) made their first contribution in [#​34177](https://github.com/BerriAI/litellm/pull/34177)
- [@​Praveen11558](https://github.com/Praveen11558) made their first contribution in [#​30952](https://github.com/BerriAI/litellm/pull/30952)
- [@​anxkhn](https://github.com/anxkhn) made their first contribution in [#​32813](https://github.com/BerriAI/litellm/pull/32813)
- [@​lostmartian](https://github.com/lostmartian) made their first contribution in [#​36660](https://github.com/BerriAI/litellm/pull/36660)
- [@​FahimaGold](https://github.com/FahimaGold) made their first contribution in [#​36800](https://github.com/BerriAI/litellm/pull/36800)
- [@​Louis-Vauterin](https://github.com/Louis-Vauterin) made their first contribution in [#​36382](https://github.com/BerriAI/litellm/pull/36382)
- [@​ilchemla](https://github.com/ilchemla) made their first contribution in [#​36347](https://github.com/BerriAI/litellm/pull/36347)
- [@​milesadkins](https://github.com/milesadkins) made their first contribution in [#​35969](https://github.com/BerriAI/litellm/pull/35969)
- [@​erensh27](https://github.com/erensh27) made their first contribution in [#​36965](https://github.com/BerriAI/litellm/pull/36965)
- [@​guptaishaan](https://github.com/guptaishaan) made their first contribution in [#​36907](https://github.com/BerriAI/litellm/pull/36907)
- [@​pokepoke81](https://github.com/pokepoke81) made their first contribution in [#​36943](https://github.com/BerriAI/litellm/pull/36943)
- [@​heathriel](https://github.com/heathriel) made their first contribution in [#​34257](https://github.com/BerriAI/litellm/pull/34257)
**Full Changelog**: <https://github.com/BerriAI/litellm/compare/v1.97.0...v1.98.0>
### [`v1.98.0`](https://github.com/BerriAI/litellm/releases/tag/v1.98.0)
[Compare Source](https://github.com/BerriAI/litellm/compare/v1.97.0...v1.98.0)
##### 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:v1.98.0
```
**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/v1.98.0/cosign.pub \
ghcr.io/berriai/litellm:v1.98.0
```
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(bedrock): drop toolSpec.strict for Claude Sonnet 5 on Converse by [@​kr0k](https://github.com/kr0k) in [#​33196](https://github.com/BerriAI/litellm/pull/33196)
- fix(batches): attribute Vertex passthrough batch cost to key/team/tags by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​34456](https://github.com/BerriAI/litellm/pull/34456)
- docs: rewrite the CLAUDE.md comment rule with explicit exceptions by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36301](https://github.com/BerriAI/litellm/pull/36301)
- fix(proxy): scope file list pagination cursors to the caller by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36093](https://github.com/BerriAI/litellm/pull/36093)
- fix(proxy): skip prisma-dependent hooks when no database is attached by [@​mateo-berri](https://github.com/mateo-berri) in [#​36273](https://github.com/BerriAI/litellm/pull/36273)
- fix(proxy): report has\_more false on caller-scoped file list pages by [@​mateo-berri](https://github.com/mateo-berri) in [#​36326](https://github.com/BerriAI/litellm/pull/36326)
- fix(proxy): restore management\_v1 query-param validation under fastapi>=0.140.7 by [@​HuanQian571](https://github.com/HuanQian571) in [#​35773](https://github.com/BerriAI/litellm/pull/35773)
- fix(proxy): stop /{provider}/v1/files from capturing /openai\_passthrough by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36092](https://github.com/BerriAI/litellm/pull/36092)
- chore(typing): remove 914 basedpyright Any errors across 16 hotspot files by [@​mateo-berri](https://github.com/mateo-berri) in [#​36386](https://github.com/BerriAI/litellm/pull/36386)
- fix(router): keep batch fallbacks inside the model group that owns the file by [@​mateo-berri](https://github.com/mateo-berri) in [#​36181](https://github.com/BerriAI/litellm/pull/36181)
- feat(ptu): configure provisioned-throughput flat cost on a model deployment by [@​yucheng-berri](https://github.com/yucheng-berri) in [#​35341](https://github.com/BerriAI/litellm/pull/35341)
- docs: clarify the CLAUDE.md comment exceptions are any-of by [@​devin-ai-integration](https://github.com/devin-ai-integration)\[bot] in [#​36421](https://github.com/BerriAI/litellm/pull/36421)
- docs: replace the Changes …
TLDR
Problem this solves:
How it solves it:
User Flow
Relevant issues
Changes
Pre-Submission checklist
Screenshots / Proof of Fix
Verified in a live browser against a proxy running the backend branch: the section rendered a stopped job's card from live data, and expanding the previous evaluation fetched its detail on demand, showing 10 judged, $0.0010 judge spend, and the 70 percent matched-or-beat headline with both stratification tables. To reproduce for screenshots: run the backend branch proxy with an auto-router,
NEXT_PUBLIC_BASE_URL=http://localhost:4000 npm run dev, open http://localhost:3000/?page=cost-optimization, Auto-Router tab, Shadow Evals sub-tabComponent tests: workflow tests over the section's state matrix plus both polling helpers; vitest on the cost-optimization tree is green (139 tests), eslint and prettier clean,
npm run buildpassesType
🆕 New Feature
Caveats (if any)
QA runbook
Follow the User Flow above; additionally verify a view-only admin sees the cards but no start form or stop button, a non-admin sees no section, and the Usage sub-tab still renders every benchmarks state on its own
Final Attestation
Note
Medium Risk
New UI can start shadow evals that sample real key traffic and bill judge spend, so misconfiguration has cost impact. Risk is moderated by admin/view-only gates and client-side input bounds.
Overview
Adds a Shadow eval section to Cost Optimization → Auto-Router so admins can start and monitor live quality comparisons without using the API directly.
Admins pick a key, auto-router, sample %, duration, turn budget, and judge model, then watch win/tie rates accumulate on polling job cards. Active jobs can be stopped; finished ones stay expandable under previous evaluations. The section sits above the benchmarks body so it still works when usage data is empty or errored, and start/stop controls are hidden for view-only sessions (section hidden on 403).
Also adds
useShadowEvalquery/mutation hooks with 15s polling while jobs run, plususeInfiniteKeysfor the paged key picker.Reviewed by Cursor Bugbot for commit ee238b9. Bugbot is set up for automated code reviews on this repo. Configure here.