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### What problem does this PR solve?
OpenAI model catalogs used in provider selection flows were missing the
latest GPT models (`gpt-5.5` and `gpt-5.4`).
Because model availability is driven by seeded catalog data
(`conf/llm_factories.json` → DB seed → API response), these models were
not selectable in the UI or `/llm/list` responses.
This PR updates and synchronizes the OpenAI catalog definitions across
configuration sources and ensures the new models are correctly exposed
through the API layer and validated in tests.
---
### Type of change
* [x] New Feature (non-breaking change which adds functionality)
---
### Changes Made
* Added `gpt-5.5` and `gpt-5.4` to OpenAI catalog definitions in:
* `conf/llm_factories.json`
* `conf/models/openai.json` (chat + vision support)
* Ensured consistency between DB-seeded factory config and provider
model configuration
* Updated test coverage in:
* `test_llm_list_unit.py`
* seeded OpenAI catalog entries
* added response-level assertion validating `/llm/list` includes both
new model IDs under OpenAI grouping
---
### Root Cause
OpenAI model listings in selection flows are generated from catalog data
seeded via `conf/llm_factories.json`.
The catalog had not been updated to include the latest GPT models,
resulting in missing availability in UI and API responses.
---
### Testing
* Created isolated test environment:
* `python -m venv .venv-review`
* installed `pytest`
* Ran targeted and full test suite:
* `test_list_app_grouping_availability_and_merge`: ✅ passed
* Full `test_llm_list_unit.py`: ✅ 10 passed
---
### Risks / Limitations
* Adding models to the catalog does not guarantee upstream provider
availability or account entitlement.
* Environments with pre-seeded DB catalogs may require reseed or refresh
to reflect updated configuration.
---
### Notes
* Changes are minimal and scoped strictly to catalog configuration and
related test coverage.
* Ensures `/llm/list` API remains aligned with expected latest OpenAI
model availability.
* Closes #14827