LCORE-2547: Renamed non-functional LLS occurrences

[asimurka]

Description

Renamed non-functional LLS occurrences

Type of change

• Refactor
• New feature
• Bug fix
• CVE fix
• Optimization
• Documentation Update
• Configuration Update
• Bump-up service version
• Bump-up dependent library [pyproject.toml + uv.lock]
• Bump-up dependent library [requirements.*.txt for Konflux]
• Bump-up library or tool used for development (does not change the final image)
• CI configuration change
• Konflux configuration change
• Unit tests improvement
• Integration tests improvement
• End to end tests improvement
• Benchmarks improvement

Tools used to create PR

Identify any AI code assistants used in this PR (for transparency and review context)

• Assisted-by: Cursor

Related Tickets & Documents

• Related Issue #
• Closes # https://redhat.atlassian.net/browse/LCORE-2547

Checklist before requesting a review

• I have performed a self-review of my code.
• PR has passed all pre-merge test jobs.
• If it is a core feature, I have added thorough tests.

Testing

• Please provide detailed steps to perform tests related to this code change.
• How were the fix/results from this change verified? Please provide relevant screenshots or results.

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📥 Commits

Reviewing files that changed from the base of the PR and between 78c6ff5 and 644431f.

📒 Files selected for processing (257)

• AGENTS.md
• CONTRIBUTING.md
• Makefile
• README.md
• deploy/lightspeed-stack/Containerfile
• deploy/llama-stack/test.containerfile
• docker-compose-library.yaml
• docker-compose.yaml
• docs/README.md
• docs/basic_info/getting_started.md
• docs/basic_info/overview.md
• docs/demos/lcore/LnL_2026.md
• docs/demos/lcore/lcore.html
• docs/demos/lcore/lcore.md
• docs/demos/lcore/weak_points_for_ai.md
• docs/demos/vulnerabilities/vulnerabilites.htm
• docs/design/byok-confluence-import/byok-confluence-import-spike.md
• docs/design/byok-confluence-import/byok-confluence-import.md
• docs/design/byok-pdf/byok-pdf-spike.md
• docs/design/conversation-compaction/conversation-compaction-spike.md
• docs/design/conversation-compaction/conversation-compaction.md
• docs/design/human-in-the-loop/human-in-the-loop-spike.md
• docs/design/human-in-the-loop/human-in-the-loop.md
• docs/design/llama-stack-config-merge/llama-stack-config-merge-spike.md
• docs/design/llama-stack-config-merge/llama-stack-config-merge.md
• docs/design/low-overhead-deployment-for-server-mode/low-overhead-deployment-for-server-mode.md
• docs/design/low-overhead-deployment-for-server-mode/sequence_diagram.puml
• docs/design/observability-opentelemetry/observability-opentelemetry-spike.md
• docs/design/prompt-guardrails/poc-results/04-full-stack-e2e.md
• docs/design/prompt-guardrails/poc-results/README.md
• docs/design/prompt-guardrails/poc-results/run-scenarios.sh
• docs/design/prompt-guardrails/prompt-guardrails-spike.md
• docs/design/prompt-guardrails/prompt-guardrails.md
• docs/devel_doc/ARCHITECTURE.md
• docs/devel_doc/container_orchestration.md
• docs/devel_doc/contributing_guide.md
• docs/devel_doc/conversations_api.md
• docs/devel_doc/openapi.json
• docs/devel_doc/openapi.md
• docs/devel_doc/providers.md
• docs/devel_doc/query_endpoint.md
• docs/devel_doc/query_endpoint.puml
• docs/devel_doc/responses.md
• docs/devel_doc/streaming_query_endpoint.puml
• docs/index.md
• docs/models/common.md
• docs/models/error_responses.json
• docs/models/requests.md
• docs/models/successful_responses.json
• docs/models/successful_responses.md
• docs/testing/e2e_scenarios.md
• docs/testing/e2e_testing.md
• docs/user_doc/a2a_protocol.md
• docs/user_doc/config.html
• docs/user_doc/config.json
• docs/user_doc/config.md
• docs/user_doc/deployment_guide.md
• docs/user_doc/okp_guide.md
• docs/user_doc/rag_guide.md
• docs/user_doc/shields_guide.md
• examples/lightspeed-stack-azure-entraid-lib.yaml
• examples/lightspeed-stack-azure-entraid-service.yaml
• examples/lightspeed-stack-byok-okp-rag.yaml
• examples/lightspeed-stack-mcp-servers.yaml
• examples/lightspeed-stack-rlsapi-cla.yaml
• examples/lightspeed-stack-shields.yaml
• examples/profiles/inline-faiss.yaml
• examples/profiles/openai-remote.yaml
• examples/quota-limiter-configuration-pg.yaml
• examples/quota-limiter-configuration-sqlite.yaml
• examples/run.yaml
• lightspeed-stack.yaml
• pyproject.toml
• run.yaml
• scripts/generate_openapi_schema.py
• scripts/llama-stack-entrypoint.sh
• scripts/llama_stack_tutorial.sh
• src/README.md
• src/a2a_storage/context_store.py
• src/a2a_storage/in_memory_context_store.py
• src/a2a_storage/postgres_context_store.py
• src/a2a_storage/sqlite_context_store.py
• src/app/endpoints/README.md
• src/app/endpoints/a2a.py
• src/app/endpoints/config.py
• src/app/endpoints/conversations_v1.py
• src/app/endpoints/health.py
• src/app/endpoints/info.py
• src/app/endpoints/metrics.py
• src/app/endpoints/models.py
• src/app/endpoints/prompts.py
• src/app/endpoints/providers.py
• src/app/endpoints/query.py
• src/app/endpoints/rags.py
• src/app/endpoints/responses.py
• src/app/endpoints/rlsapi_v1.py
• src/app/endpoints/streaming_query.py
• src/app/endpoints/tools.py
• src/app/endpoints/vector_stores.py
• src/app/main.py
• src/client.py
• src/configuration.py
• src/constants.py
• src/data/__init__.py
• src/data/default_run.yaml
• src/lightspeed_stack.py
• src/llama_stack_configuration.py
• src/metrics/utils.py
• src/models/api/requests/prompts.py
• src/models/api/responses/error/content_too_large.py
• src/models/api/responses/error/service_unavailable.py
• src/models/api/responses/successful/probes.py
• src/models/api/responses/successful/prompts.py
• src/models/common/health.py
• src/models/common/responses/README.md
• src/models/common/responses/contexts.py
• src/models/common/responses/responses_api_params.py
• src/models/common/responses/responses_conversation_context.py
• src/models/common/turn_summary.py
• src/models/compaction.py
• src/models/config.py
• src/models/database/conversations.py
• src/pydantic_ai_lightspeed/capabilities/question_validity/_capability.py
• src/pydantic_ai_lightspeed/llamastack/README.md
• src/pydantic_ai_lightspeed/llamastack/__init__.py
• src/pydantic_ai_lightspeed/llamastack/_model.py
• src/pydantic_ai_lightspeed/llamastack/_provider.py
• src/pydantic_ai_lightspeed/llamastack/_transport.py
• src/telemetry/__init__.py
• src/telemetry/configuration_snapshot.py
• src/utils/README.md
• src/utils/agents/error_handler.py
• src/utils/agents/query.py
• src/utils/compaction.py
• src/utils/conversation_compaction.py
• src/utils/conversations.py
• src/utils/degraded_mode.py
• src/utils/llama_stack_version.py
• src/utils/mcp_tools.py
• src/utils/pydantic_ai_helpers.py
• src/utils/query.py
• src/utils/responses.py
• src/utils/shields.py
• src/utils/suid.py
• src/utils/token_estimator.py
• src/utils/tool_formatter.py
• src/utils/vector_search.py
• tests/benchmarks/data/python_1000_lines.py
• tests/benchmarks/data/python_100_lines.py
• tests/configuration/benchmarks-postgres.yaml
• tests/configuration/benchmarks-sqlite.yaml
• tests/configuration/lightspeed-stack-proper-name.yaml
• tests/configuration/lightspeed-stack.yaml
• tests/e2e-prow/rhoai/manifests/lightspeed/e2e-interception-proxy.yaml
• tests/e2e-prow/rhoai/manifests/lightspeed/e2e-mock-tls-inference.yaml
• tests/e2e-prow/rhoai/manifests/lightspeed/e2e-tunnel-proxy.yaml
• tests/e2e-prow/rhoai/manifests/lightspeed/llama-stack-openai.yaml
• tests/e2e-prow/rhoai/manifests/lightspeed/llama-stack-prow.yaml
• tests/e2e-prow/rhoai/pipeline-konflux.sh
• tests/e2e-prow/rhoai/pipeline-services-konflux.sh
• tests/e2e-prow/rhoai/pipeline-services.sh
• tests/e2e-prow/rhoai/pipeline.sh
• tests/e2e-prow/rhoai/scripts/e2e-ops.sh
• tests/e2e/configuration/README.md
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-api-auth.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-client-auth.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-file-auth.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-invalid.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-kubernetes-auth.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp-oauth-auth.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-mcp.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-skills-directory.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack-skills.yaml
• tests/e2e/configuration/library-mode/lightspeed-stack.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-authorized.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-degraded.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-api-auth.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-client-auth.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-file-auth.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-invalid.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-kubernetes-auth.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp-oauth-auth.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-mcp.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-negative.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-rhelai.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-rhoai.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-skills-directory.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack-skills.yaml
• tests/e2e/configuration/server-mode/lightspeed-stack.yaml
• tests/e2e/features/environment.py
• tests/e2e/features/proxy.feature
• tests/e2e/features/steps/README.md
• tests/e2e/features/steps/common.py
• tests/e2e/features/steps/health.py
• tests/e2e/features/steps/info.py
• tests/e2e/features/steps/proxy.py
• tests/e2e/features/steps/shields.py
• tests/e2e/features/steps/tls.py
• tests/e2e/mock_tls_inference_server/server.py
• tests/e2e/proxy/interception_proxy.py
• tests/e2e/utils/README.md
• tests/e2e/utils/llama_config_utils.py
• tests/e2e/utils/llama_prow_utils.py
• tests/e2e/utils/llama_stack_utils.py
• tests/e2e/utils/prow_utils.py
• tests/e2e/utils/utils.py
• tests/integration/README.md
• tests/integration/conftest.py
• tests/integration/container_lifecycle/README.md
• tests/integration/container_lifecycle/test_container_lifecycle.py
• tests/integration/endpoints/test_conversations_v1_integration.py
• tests/integration/endpoints/test_health_integration.py
• tests/integration/endpoints/test_info_integration.py
• tests/integration/endpoints/test_model_list.py
• tests/integration/endpoints/test_query_byok_integration.py
• tests/integration/endpoints/test_query_integration.py
• tests/integration/endpoints/test_responses_integration.py
• tests/integration/endpoints/test_rlsapi_v1_integration.py
• tests/integration/endpoints/test_root_endpoint.py
• tests/integration/endpoints/test_streaming_query_byok_integration.py
• tests/integration/endpoints/test_streaming_query_integration.py
• tests/integration/endpoints/test_tools_integration.py
• tests/integration/test_configuration.py
• tests/integration/test_unified_synthesis.py
• tests/unit/README.md
• tests/unit/app/endpoints/test_a2a.py
• tests/unit/app/endpoints/test_conversations.py
• tests/unit/app/endpoints/test_health.py
• tests/unit/app/endpoints/test_info.py
• tests/unit/app/endpoints/test_models.py
• tests/unit/app/endpoints/test_prompts.py
• tests/unit/app/endpoints/test_providers.py
• tests/unit/app/endpoints/test_query.py
• tests/unit/app/endpoints/test_rags.py
• tests/unit/app/endpoints/test_responses.py
• tests/unit/app/endpoints/test_rlsapi_v1.py
• tests/unit/conftest.py
• tests/unit/models/config/test_llama_stack_configuration.py
• tests/unit/models/config/test_vector_store.py
• tests/unit/models/responses/test_error_responses.py
• tests/unit/pydantic_ai_lightspeed/llamastack/test_transport.py
• tests/unit/telemetry/test_configuration_snapshot.py
• tests/unit/test_client.py
• tests/unit/test_configuration.py
• tests/unit/test_degraded_mode.py
• tests/unit/test_llama_stack_synthesize.py
• tests/unit/utils/README.md
• tests/unit/utils/agents/test_query.py
• tests/unit/utils/test_builtin_tools.py
• tests/unit/utils/test_compaction.py
• tests/unit/utils/test_conversation_compaction.py
• tests/unit/utils/test_llama_stack_version.py
• tests/unit/utils/test_models_dumper.py
• tests/unit/utils/test_responses.py
• tests/unit/utils/test_token_estimator.py
• tests/unit/utils/test_types.py
• tests/unit/utils/test_vector_search.py

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