Commit graph

326 commits

Author SHA1 Message Date
devin-ai-integration[bot]
3db94b932e
fix(spend): return 400 from /spend/calculate for a model with no pricing row (#42497)
* fix(spend): return 400 from /spend/calculate for a model with no pricing row

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(spend): assert error type and param for unpriced /spend/calculate

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(spend): move the repro to tests/integration

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix: alias ModelNotMappedError re-export to satisfy F401

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(utils): raise ModelNotMappedError only when the pricing row is missing

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: kerry <kerry@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-22 15:44:00 -07:00
devin-ai-integration[bot]
075536eca1
chore(cost-map): remove models past their deprecation date (#42435)
* chore(cost-map): remove models past their deprecation date

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(cost-calc): drop the empty parametrize left behind by the gemini web search removal

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(cost-map): drop merge base block left by conflict resolution

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(cost-calc): drop gemini image cost tests pinned on removed model

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: kerry <kerry@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-22 21:19:26 +00:00
devin-ai-integration[bot]
1373322e0c
feat(logs): add span type filter to request logs (#42491)
* feat(logs): add span type filter to request logs

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(logs): look up span type sql conditions from a mapping

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

---------

Co-authored-by: Mubashir Osmani <mubashir@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-22 12:44:03 -07:00
devin-ai-integration[bot]
97a6c27bee
test(rust_bridge): drop route dispatch assertions, test the bridge directly (#42536)
Co-authored-by: ryan <ryan@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-22 19:21:32 +00:00
devin-ai-integration[bot]
0abd9267c1
feat(tokenizer): preserve Python defaults with opt-in Rust dispatch (#42174)
* ci: benchmark and gate an installed release wheel

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* ci: simplify installed-wheel benchmark check

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* feat(rust): add native tokenizer codec

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(tokenizer): route Python tokenization through the Rust extension

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* style(lint): format tokenizer call

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(packaging): restore runtime dependencies and native images

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(tokenizer): preserve Python SDK behavior with Rust tokenizers

* fix(tokenizer): restore compatibility paths

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* refactor(tokenizer): count custom tokenizers directly

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(tokenizer): preserve caller-supplied Python tokenizer counts

* fix(tokenizer): reuse packaged vocabularies in the native wheel

* refactor(rust_bridge): route token counting through the catalog as RUST_OPT_IN

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(spend_tracking): compare tokenizer groups by value

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* chore(deps): re-resolve filelock under the <4.0 pin

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* fix(llms): align transformation override signatures with base configs

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* build(rust): use fat LTO to keep the native wheel under the 35 MB limit

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* feat(tokenizer): preserve Python defaults with opt-in Rust dispatch

* test(proxy): tolerate missing litellm.utils.Tokenizer when patching it

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* test(proxy): patch the tokenizer dispatch function instead of the removed alias

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

* feat(tokenizer): give the Rust wrappers the tiktoken and tokenizers surface

Callers of litellm.encoding and litellm.create_tokenizer must see the same
read-only API whichever backend the catalog selects.

- OpenAIEncoding mirrors tiktoken.Encoding: n_vocab, max_token_value,
  token_byte_values, encode_single_token, encode_with_unstable,
  encode_to_numpy, decode_with_offsets, is_special_token, repr; the Rust
  tiktoken crate keeps a Vocabulary beside each CoreBPE and reports the
  requested encoding name (gpt2 stays gpt2).
- HuggingFaceTokenizer mirrors the read-only tokenizers.Tokenizer surface
  (token_to_id, id_to_token, get_vocab, get_vocab_size,
  get_added_tokens_decoder, num_special_tokens_to_add, padding, truncation,
  encode_special_tokens, from_buffer); HuggingFaceEncoding gains the
  char/word/token lookups, pad, truncate, set_sequence_id and merge.
  Mutators stay on the Python tokenizer.
- from_json/from_pretrained claim the fork gate only when the huggingface
  feature is compiled in; the surrogate fallback matches on the Codec.
- Tokenizer caching is keyed on the same catalog Context the dispatch runs
  on; rust_tokenizer reads the encoding name without loading an encoding;
  LITELLM_RUST parsing is cached.
- Drop the unused tiktoken_encoding_for_model export and Error::Download.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* fix(tokenizer): close the exhaustive matches with assert_never

CodeQL reads a `match` over a Literal with no default arm as an implicit
`None` return. `assert_never` makes the exhaustiveness explicit for both the
HuggingFace tokenizer loader and the Rust token-counter factory.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

* feat(tokenizer): derive the fast counter from the shared tokenizer

The count-only counter (`fast` feature) and the codec each parsed the same
artifact: TokenCounter took the Anthropic JSON and the tiktoken rank files
from Python while Tokenizer loaded them again. One parse now serves both.

- FastTokenizer builds from a model another loader holds: `from_shared`
  takes the Arc<tokenizers::Tokenizer> the HF codec keeps, and
  `from_*_pairs` take the ranks the tiktoken vocabulary already parsed.
- `FastCounter::fast_counter` in the core crate derives it from either codec;
  encodings the fast scanner does not reproduce are refused.
- Native `Tokenizer.count(text, fast=False)` opts into that counter, built
  once per tokenizer on first use; `TokenCounter.from_tokenizer(tokenizer,
  fast=False)` replaces the JSON and rank-file constructors.
- The Python route counts over the native tokenizers the codec path shares
  (`native_encoding`, `native_anthropic`) and no longer reads rank files;
  the packaged Anthropic tokenizer has one loader, `tokenizer_dispatch.anthropic`.
- Public wrappers gain `count(text, fast=False)`.

Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com>

---------

Co-authored-by: Yujong Lee <yujong@berri.ai>
Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-09-22 04:41:11 +00:00
devin-ai-integration[bot]
e7cd97c6b6
fix(proxy): release unclaimed budget reservations at request end (#42304)
* fix(proxy): release unclaimed budget reservations at request end

* fix(proxy): release unclaimed budget reservations of websocket sessions too

* test(proxy): drop the structural middleware inheritance check

* fix(proxy): claim the budget reservation on streaming pass-through before its cost callback

The SSE chunk processor hands its success handler to the logging worker
after the response, so the request-end release freed the reservation
first and left the key unguarded until the worker drained. Claim it at
both end-of-stream hand-offs, the immediate enqueue and the coroutine
parked for deferred dispatch.

Give the xai realtime test double the litellm_params attribute every
real Logging object carries, since the wrapper now reads it.

* test(pass-through): give the vertex streaming test doubles a litellm_params dict

The spec'd Logging mocks in test_vertex_ai_anthropic_streaming_cost_injection.py
lacked the instance attribute the chunk processor now reads to claim the budget
reservation. Also restores main's _lazy_openapi_snapshot.json: the branch's copy
had been regenerated under Python 3.14, which dedents one docstring description
that the CI regeneration on Python 3.12 keeps indented, and the PR adds no lazily
loaded route, so main's file is the correct one.

* fix(pass-through): claim the budget reservation only after its cost callback is enqueued

Every pass-through success hand-off stamped callback_bound before handing the
coroutine to the logging worker. When that enqueue raised, the reservation stayed
claimed with no callback left to reconcile it, so the request-end release skipped it
and the reserved cost stayed pinned on the key's counter. Enqueue first, then claim,
so a failed hand-off leaves the reservation for the request-end release.

---------

Co-authored-by: mateo-berri <277851410+mateo-berri@users.noreply.github.com>
2026-09-21 19:51:12 -07:00
Tin Chi Lo
94b2fd827b feat(ui): show prompt caching requests and net savings 2026-09-19 18:27:38 -07:00
Tin Chi Lo
ed40241d26 fix(proxy): estimate auto-router baseline costs from durable cache history 2026-09-19 12:44:47 -07:00
mateo-berri
d437cd662b fix(proxy): placeholder the metadata copied into a placeholdered row's stored request body 2026-09-19 03:56:44 -07:00
mateo-berri
a49fbc6272 fix(proxy): keep the raw client model out of the stored request body when a spend row is placeholdered
With store_prompts_in_spend_logs on, the persisted request body kept the client's model string even when the row's model, model_group, and error text had been replaced by the unknown-model placeholder. The body's model now takes the same placeholder on those rows. Also annotates the new test locals with Final and wraps the four test lines that ran past 120 characters.
2026-09-19 03:20:31 -07:00
mateo-berri
df3a37857c fix(proxy): keep a configured model group in spend logs when it fails before a deployment is picked 2026-09-19 02:48:30 -07:00
mateo-berri
2e3667b270 fix(proxy): keep the raw client model out of spend logs for rejections outside the router 2026-09-19 02:01:28 -07:00
ryan-crabbe-berri
1073b9eff7
Merge pull request #41354 from BerriAI/litellm_lit_3269_project_spend_tracking
fix(proxy): track project spend and enforce project budgets additively
2026-09-18 17:17:28 -07:00
ryan-crabbe-berri
a5f6ce7bb1 Merge remote-tracking branch 'origin/main' into litellm_lit_3269_project_spend_tracking
# Conflicts:
#	tests/test_litellm/proxy/db/test_db_spend_update_writer.py
2026-09-18 14:22:07 -07:00
yassin
3449ae9d0d fix(proxy): advance the daily global spend marker in one conditional upsert so overlapping runs cannot rewind it
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-18 21:15:32 +00:00
yassin
abf530fbeb fix(proxy): never rewind the daily global spend marker from an overlapping reconcile run
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-18 20:55:11 +00:00
yassin
b92820dcfe Merge branch 'litellm_usage_key_free_aggregate_split' into litellm_daily_global_spend_table 2026-09-18 20:06:47 +00:00
Yassin Kortam
84ae0805ba
Merge pull request #41620 from BerriAI/litellm_team_member_temp_budget_increase
feat(proxy): temporary budget increase for team members
2026-09-18 11:38:34 -07:00
yassin
f631301cfa Merge branch 'litellm_usage_key_free_aggregate_split' into litellm_daily_global_spend_table 2026-09-18 09:29:47 +00:00
yassin
507219e26f fix(proxy): resolve temporary budget grants against the live team default instead of a snapshot
A temporary-only member update no longer clones the team default budget into the private row. The row stores just the temp pair and auth, spend admission and reservation add the active increase to the current shared default, so a later lowering of the default reaches members with an active grant

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-18 02:09:09 +00:00
yucheng-berri
e99902c4dd
Merge pull request #41569 from BerriAI/litellm_azure_ptu_spillover_cost
fix(cost): price Azure PTU spillover requests at standard token rates
2026-09-17 17:09:40 -07:00
ryan
bde5593523 Merge remote-tracking branch 'origin/main' into litellm_lit_3269_project_spend_tracking
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

# Conflicts:
#	litellm/proxy/common_utils/reset_budget_job.py
2026-09-17 22:29:16 +00:00
yassin
42429500be Merge remote-tracking branch 'origin/main' into litellm_team_member_temp_budget_increase 2026-09-17 19:59:44 +00:00
kerry
27dd1a02aa fix(proxy): reject non-string model with 400 and log its spend as unknown-model
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 19:37:14 +00:00
yassin
701c880922 feat(ui): temporary budget increase controls for team members
Adds temp_budget_increase and temp_budget_expiry to the team member edit form with pair validation,
seeds stored values into edit mode, sends both through /team/member_update, and adds cached-key auth
and reservation regression tests for active and expired increases

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 18:56:30 +00:00
yassin
3b2b9bf7b6 Merge branch 'litellm_usage_key_free_aggregate_split' into litellm_daily_global_spend_table
Some checks failed
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2026-09-17 17:55:47 +00:00
yucheng
3406913ca0 test(spend-logs): expect azure_spillover in spend log metadata golden
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 05:58:19 +00:00
yucheng
7b855bd53f feat(spend-logs): record Azure spillover source deployment in spend log metadata
SpendLogsMetadata gains a typed azure_spillover key so a request Azure
served off pay-as-you-go capacity is visible in spend tracking, stamped
from the provider response headers or the processed llm_provider- headers
on the standard logging payload. The header parsing moves into a shared
azure_spillover() helper that is_spilled_over_ptu_request() now wraps.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 05:48:51 +00:00
yassin
f76e8b3984 test(spend_tracking): type the provider resolution stubs in the router-rejected regression tests
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 00:29:13 +00:00
yassin
b35ca7d2c3 fix(spend_tracking): honour the global litellm_proxy override when inferring a model group provider
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-17 00:03:01 +00:00
yassin
5f1d87911a test(spend_tracking): cover unresolvable deployment leaving provider empty
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 23:50:22 +00:00
yassin
9af014d75a fix(spend_tracking): keep inferred provider out of model reconstruction and OAuth provider lookup
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 23:36:54 +00:00
yassin
acd4f0eb04 fix(spend_tracking): attribute router-rejected requests to the model group provider
A request for a configured model group that the router rejects before picking a deployment (all deployments in cooldown, no healthy deployment) never gets a custom_llm_provider in its logging kwargs. The spend log payload persisted an empty provider, the daily spend tables carried it through, and the Admin UI Usage page rendered those requests under unknown even though every model in the group has a provider

get_logging_payload now takes the proxy router and, when the logged provider is missing, infers it from the model group's deployments. It only attributes when every deployment in the group resolves to the same provider; mixed groups, unknown groups and a missing router leave the value empty as before. Explicitly logged providers keep precedence

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 23:10:47 +00:00
Yassin Kortam
95abc9fb0b
Merge pull request #41330 from BerriAI/litellm_team_model_max_budget_v2
feat(team): team-level model_max_budget with key-level overrides
2026-09-16 14:48:29 -07:00
kerry
cab6732928 test: drop price-pinning tests that break on catalog updates
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 16:32:37 +00:00
yassin
f25d65940d fix(proxy): take the closed-day cutoff for the global spend rollup from the database clock
Some checks failed
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Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 12:39:48 +00:00
yassin
7c5fa53d40 Merge remote-tracking branch 'origin/litellm_usage_key_free_aggregate_split' into litellm_daily_global_spend_table
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>

# Conflicts:
#	litellm/proxy/management_endpoints/common_daily_activity.py
#	tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
2026-09-16 11:20:56 +00:00
yassin
0601d2bb03 feat(proxy): carry response time metrics through LiteLLM_DailyGlobalSpend
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 01:58:37 +00:00
tin-berri
106365fbac
Merge pull request #41341 from BerriAI/litellm_autorouter_pricing_fields
fix(proxy): preserve Anthropic pricing modifiers in router savings
2026-09-15 18:56:15 -07:00
ryan
1a749d84bd fix(proxy): track project spend and enforce project budgets additively
Project-scoped keys never wrote spend to LiteLLM_ProjectTable, so
/project/info stayed at 0 and project budgets could not block. Wire the
PROJECT entity through the spend queue, redis buffer, and db writer,
reserve and increment a spend:project counter, reseed it from the
project row, reset project spend in the budget cascade, and read the
live counter in the project max budget check. Team member budgets keep
gating project-scoped keys alongside the project budget

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 01:56:00 +00:00
yassin
225fc53f08 Merge branch 'litellm_usage_key_free_aggregate_split' into litellm_daily_global_spend_table 2026-09-16 01:48:46 +00:00
Tin Chi Lo
5aa2adbacd fix(proxy): preserve Anthropic pricing modifiers in router savings 2026-09-15 18:02:05 -07:00
yassin
84c098df92 fix(proxy): fold late-arriving per-key spend into already rolled-up global days
The reconcile now records the database clock of the scan behind the last complete
run and, on the next run, rewrites every closed day with per-key rows updated since
then, however old the day is. Replaying only the marker day and the one before it
missed a delayed flush or retry that landed on an older date, and reads through the
marker come from the global table alone, so that spend was never counted.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 00:42:03 +00:00
yassin
260ff5f491 feat(team): team-level model_max_budget with key-level overrides
A team can now carry a per-model budget map that every key on the team
inherits. A key's own model_max_budget entry for the same model takes
precedence, so it is gated on and billed to the key alone.

Backend: NewTeamRequest/UpdateTeamRequest accept model_max_budget (validated
like the key-level field, enterprise gated); the value is hydrated onto
UserAPIKeyAuth via the token view, TeamGrants and the carried budget state;
_check_team_model_budget enforces it in the centralized common checks; the
limiter meters spend under team_model_spend:<team>:<model>:<duration> and
skips the team counter when the key overrides; /team/update lets only a
proxy admin raise, re-window or drop a cap; /team/info exposes usage.
The Anthropic context-management compaction summary subrequest runs the
same team gate. Both fallback token-view SQL definitions project the column.

UI: team create and edit forms reuse the key-level ModelMaxBudgetEditor,
premium gated, sending {} to clear and omitting unchanged fields.

A key entry overrides the team cap only when it spend-gates the model
(non-negative max_budget); a row that only carries tpm/rpm limits or a
negative cap leaves the team cap in force.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 00:40:58 +00:00
kerry
ba6bcd747f chore: merge origin/main into test cleanup
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-16 00:33:25 +00:00
yassin
ad8de0e192 fix(proxy): roll up only closed days into LiteLLM_DailyGlobalSpend and split the key-free read at the marker
The write path no longer dual-writes the global table. The cron rolls up closed UTC days
only, so a pod still flushing the current day can never leave the global table short. The
key-free arm reads days through the marker from the global table and later days from
LiteLLM_DailyUserSpend in one UNION ALL, and the marker comes from the config cache
rather than a per-request database lookup.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-15 23:42:19 +00:00
mateo-berri
3441f73118 Merge remote-tracking branch 'origin/main' into litellm_session_total_duration
# Conflicts:
#	litellm/proxy/spend_tracking/spend_management_endpoints.py
#	tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
#	ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
#	ui/litellm-dashboard/src/components/view_logs/columns.tsx
2026-09-15 16:17:18 -07:00
yassin
c8a2d8c349 feat(proxy): add LiteLLM_DailyGlobalSpend key-free rollup for the usage dashboard
Adds a daily spend table without api_key or user_id, written atomically alongside
LiteLLM_DailyUserSpend from the batched writer, reconciled from history by a
scheduled job that advances a marker in LiteLLM_Config, and read by the key-free
arm of the aggregated usage query once the marker covers the requested range.

Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-15 23:00:36 +00:00
kerry
357e0fca8e chore: merge origin/main into test cleanup
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-15 22:36:58 +00:00
kerry
2586b21893 test: keep tests that survive correct cost-map updates
Co-Authored-By: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-09-15 22:16:08 +00:00