feat: add spring ai retrieval sidecar
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## ADDED Requirements
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### Requirement: Knowledge retrieval SHALL support a disabled-by-default Spring AI sidecar
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The retrieval system SHALL allow a Spring AI VectorStore retrieval path to be wired as a sidecar without changing the default `lookup_knowledge` runtime path.
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#### Scenario: Sidecar disabled by default
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- **WHEN** the application starts without explicit sidecar enablement
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- **THEN** `lookup_knowledge` SHALL continue using the existing retrieval path
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- **AND** Chat and AIOps runtime behavior SHALL not depend on the sidecar
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#### Scenario: Sidecar failure does not break main retrieval
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- **WHEN** the Spring AI sidecar is enabled but cannot initialize or query successfully
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- **THEN** the existing retrieval path SHALL remain usable
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- **AND** the failure SHALL be reported as sidecar status rather than as a main retrieval failure
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### Requirement: Knowledge retrieval SHALL normalize sidecar results for comparison
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The sidecar retrieval path SHALL expose results in a comparable structure aligned with the current retrieval result shape.
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#### Scenario: Comparable result metadata
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- **WHEN** sidecar retrieval returns candidates
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- **THEN** each comparable result SHALL include source or doc id, title when available, breadcrumb when available, category when available, rank, content preview, and the sidecar score label/value
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#### Scenario: Score semantics are explicit
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- **WHEN** current retrieval and sidecar retrieval scores are compared
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- **THEN** the report SHALL label score semantics by path instead of assuming direct numeric equivalence
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## ADDED Requirements
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### Requirement: Retrieval evaluation SHALL compare current and sidecar retrieval paths
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The retrieval evaluation system SHALL provide an opt-in comparison between the existing retrieval path and the Spring AI sidecar retrieval path.
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#### Scenario: Sidecar comparison report
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- **WHEN** sidecar comparison is run for the golden case set
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- **THEN** the report SHALL include per-case current-path top candidates and sidecar top candidates
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- **AND** it SHALL highlight source, breadcrumb, category, rank, and score-label differences
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#### Scenario: Offline baseline remains unchanged
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- **WHEN** the fixture-based offline baseline evaluator is run
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- **THEN** it SHALL not require live Milvus, Spring Boot, or Spring AI sidecar configuration
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### Requirement: Retrieval evaluation SHALL make sidecar readiness visible
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The sidecar comparison report SHALL show whether the Spring AI sidecar was runnable for the current environment.
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#### Scenario: Sidecar unavailable
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- **WHEN** sidecar comparison is requested but the sidecar is disabled or unavailable
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- **THEN** the report SHALL mark sidecar status as unavailable
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- **AND** it SHALL keep current-path baseline results available for review
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