Uses of Package
com.tnsai.rag

Packages that use com.tnsai.rag

Package	Description
com.tnsai.agents	Agent classes and lifecycle management for the TnsAI framework.
com.tnsai.agents.chat	Agent chat orchestration for LLM invocation, history management, and tool call handling.
com.tnsai.agents.execution	Agent execution components including LLM orchestration, tool processing, and memory management.
com.tnsai.agents.init	Agent initialization and specification extraction.
com.tnsai.agents.orchestration	Agent orchestration — chat, streaming, tool execution, and knowledge base management.
com.tnsai.agents.streaming	Streaming and event-based chat operations with token-level granularity and event publishing.
com.tnsai.rag	Canonical RAG configuration and retrieval contracts.
com.tnsai.rag.files	Keyword search over the text files an agent writes during a run, and the line format of its .history and .log files.

Classes in com.tnsai.rag used by com.tnsai.agents

Class	Description
ChatKnowledgeBinding	Owner-scoped binding between chat grounding and one canonical retrieval engine source.
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
KnowledgeEntry	One declared knowledge source together with how a scope uses it.
KnowledgeScope	Explicit lifetime for source snapshots shared by retrieval and ordered knowledge consumption.
KnowledgeSourceConfig	Immutable runtime configuration for one RAG knowledge source.
KnowledgeUsage	What one knowledge source gave a chat turn or an action call.
RetrievalConfig	Immutable runtime configuration for action-level retrieval.

Classes in com.tnsai.rag used by com.tnsai.agents.chat

Class	Description
ChatKnowledgeBinding	Owner-scoped binding between chat grounding and one canonical retrieval engine source.
ChatKnowledgeContext	The DIRECT part of an agent's chat knowledge, given fresh on every chat turn.
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
KnowledgeUsage	What one knowledge source gave a chat turn or an action call.

Classes in com.tnsai.rag used by com.tnsai.agents.execution

Class	Description
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
KnowledgeEntry	One declared knowledge source together with how a scope uses it.
KnowledgeScope	Explicit lifetime for source snapshots shared by retrieval and ordered knowledge consumption.
KnowledgeSourceConfig	Immutable runtime configuration for one RAG knowledge source.
KnowledgeUsage	What one knowledge source gave a chat turn or an action call.

Classes in com.tnsai.rag used by com.tnsai.agents.init

Class	Description
KnowledgeEntry	One declared knowledge source together with how a scope uses it.
KnowledgeSourceConfig	Immutable runtime configuration for one RAG knowledge source.
RetrievalConfig	Immutable runtime configuration for action-level retrieval.

Classes in com.tnsai.rag used by com.tnsai.agents.orchestration

Class	Description
ChatKnowledgeBinding	Owner-scoped binding between chat grounding and one canonical retrieval engine source.
ChatKnowledgeContext	The DIRECT part of an agent's chat knowledge, given fresh on every chat turn.
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
KnowledgeEntry	One declared knowledge source together with how a scope uses it.
KnowledgeScope	Explicit lifetime for source snapshots shared by retrieval and ordered knowledge consumption.
KnowledgeSourceConfig	Immutable runtime configuration for one RAG knowledge source.
KnowledgeUsage	What one knowledge source gave a chat turn or an action call.

Classes in com.tnsai.rag used by com.tnsai.agents.streaming

Class	Description
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
KnowledgeScope	Explicit lifetime for source snapshots shared by retrieval and ordered knowledge consumption.

Classes in com.tnsai.rag used by com.tnsai.rag

Class	Description
ChatKnowledgeBinding	Owner-scoped binding between chat grounding and one canonical retrieval engine source.
ChatKnowledgeContext	The DIRECT part of an agent's chat knowledge, given fresh on every chat turn.
ChatKnowledgeContext.Turn	One turn's blocks, split at the first SEARCH entry.
ChatKnowledgeResolver	Optional bridge from a canonical source configuration to the chat-level KnowledgeBase contract.
ChatRetrievalContext	Typed, request-local identity and lifecycle context for chat retrieval.
ChatRetrievalContext.Builder	Builder for optional, request-local chat context.
ChunkContext	Opt-in ingest-time transform that prepends chunk context before embedding and BM25 indexing.
ChunkContextGenerator.Request
ContentExtractor	Extracts one detected document into TnsAI's normalized ingestion model.
ContentExtractorRegistry	Deterministic registry of installed ContentExtractor providers.
DocumentBlock	One structurally addressable block within an extracted document.
DocumentFormat	Canonical content format for a file-backed knowledge source.
DocumentInput	Immutable byte input passed to a ContentExtractor after detection.
DocumentProcessingException.Stage	Stable stages across the document-ingestion pipeline.
ExtractedDocument	Normalized, provenance-preserving output of a ContentExtractor.
ExtractionContext	Immutable declaration context supplied to document extractors.
KnowledgeEntry	One declared knowledge source together with how a scope uses it.
KnowledgeScope	Explicit lifetime for source snapshots shared by retrieval and ordered knowledge consumption.
KnowledgeScope.Lease	One thread-bound hold on the scope's resources.
KnowledgeSelection	The knowledge one scope sees: an action's named sources, or a chat turn's whole agent knowledge.
KnowledgeSourceConfig	Immutable runtime configuration for one RAG knowledge source.
KnowledgeSourceConfig.Builder	Builder retaining the annotation defaults.
KnowledgeUnit	How one ingested file becomes retrieval documents.
KnowledgeUsage	What one knowledge source gave a chat turn or an action call.
NormalizedDocumentChunker.Chunk	One stable retrieval unit.
RetrievalConfig	Immutable runtime configuration for action-level retrieval.
RetrievalConfig.Builder	Builder starting from the framework defaults.
RetrievalDiagnostics	Entry-point-neutral diagnostics emitted by a retrieval engine.
RetrievalDiagnostics.CacheOutcome	Cache behavior visible to callers and observability integrations.
RetrievalEngine	Agent-scoped retrieval engine shared by chat and action entry points.
RetrievalEngine.Retriever	Backend operation implemented by the intelligence runtime.
RetrievalEngineProvider	SPI for creating agent-scoped RetrievalEngine instances.
RetrievalEvidence	Immutable evidence returned by a RetrievalEngine.
RetrievalEvidence.Provenance	Stable provenance required for audit, citation, and diagnostics.
RetrievalException.Reason	Stable failure categories shared by chat and action entry points.
RetrievalRequest	Entry-point-neutral request passed to a RetrievalEngine.
RetrievalRequest.Builder	Builder with safe defaults for unscoped, non-cancellable retrieval.
RetrievalResult	Immutable outcome returned by a RetrievalEngine.
RetrievalScope	Tenant and session identity carried by a retrieval request.
RetrievalSpi	Service Provider Interface for knowledge-context injection at action-dispatch time.
RetrievedContextRenderer.Segment	One chat owner's knowledge for a turn: its DIRECT blocks and its SEARCH evidence, fitted to its own context window.
SearchSettings	The search settings one knowledge entry contributes to its scope: a partial, immutable value holding only the Search members that were given.
SearchSettings.Builder	Builds SearchSettings; a member not set is not given.
SequentialConfig	Immutable runtime configuration for ordered knowledge-unit consumption.
SequentialConfig.Builder	Builder twin for programmatic declarations.

Classes in com.tnsai.rag used by com.tnsai.rag.files

Class	Description
RetrievalEngine.Retriever	Backend operation implemented by the intelligence runtime.
RetrievalRequest	Entry-point-neutral request passed to a RetrievalEngine.
RetrievalResult	Immutable outcome returned by a RetrievalEngine.