# RAG Scenarios and Solutions

- [Data Integration](https://help.twig.so/rag-scenarios-and-solutions/data-integration.md)
- [Confluence Sync Failing](https://help.twig.so/rag-scenarios-and-solutions/data-integration/confluence-sync.md)
- [Google Drive Connection Issues](https://help.twig.so/rag-scenarios-and-solutions/data-integration/google-drive.md)
- [Zendesk Integration Errors](https://help.twig.so/rag-scenarios-and-solutions/data-integration/zendesk-errors.md)
- [Website Scraping Problems](https://help.twig.so/rag-scenarios-and-solutions/data-integration/website-scraping.md)
- [Slack Sync Issues](https://help.twig.so/rag-scenarios-and-solutions/data-integration/slack-sync.md)
- [CSV Upload Failures](https://help.twig.so/rag-scenarios-and-solutions/data-integration/csv-upload.md)
- [Incremental Sync Not Working](https://help.twig.so/rag-scenarios-and-solutions/data-integration/incremental-sync.md)
- [Webhook Delivery Failures](https://help.twig.so/rag-scenarios-and-solutions/data-integration/webhook-failures.md)
- [OAuth Token Refresh Issues](https://help.twig.so/rag-scenarios-and-solutions/data-integration/oauth-refresh.md)
- [API Rate Limit Exhaustion](https://help.twig.so/rag-scenarios-and-solutions/data-integration/rate-limit-exhaustion.md)
- [Stale Data After Deletion](https://help.twig.so/rag-scenarios-and-solutions/data-integration/stale-data-deletion.md)
- [Multi-Source Sync Conflicts](https://help.twig.so/rag-scenarios-and-solutions/data-integration/sync-conflicts.md)
- [Chunking & Processing](https://help.twig.so/rag-scenarios-and-solutions/chunking.md)
- [Chunks Too Small](https://help.twig.so/rag-scenarios-and-solutions/chunking/chunks-too-small.md)
- [Chunks Too Large](https://help.twig.so/rag-scenarios-and-solutions/chunking/chunks-too-large.md)
- [Code Blocks Split Wrong](https://help.twig.so/rag-scenarios-and-solutions/chunking/code-splitting.md)
- [Tables Breaking Across Chunks](https://help.twig.so/rag-scenarios-and-solutions/chunking/table-splitting.md)
- [PDF Extraction Issues](https://help.twig.so/rag-scenarios-and-solutions/chunking/pdf-extraction.md)
- [Optimizing Chunk Size](https://help.twig.so/rag-scenarios-and-solutions/chunking/optimize-chunks.md)
- [Markdown Formatting Lost](https://help.twig.so/rag-scenarios-and-solutions/chunking/markdown-lost.md)
- [Nested Lists Broken](https://help.twig.so/rag-scenarios-and-solutions/chunking/nested-lists.md)
- [Mathematical Notation Corrupted](https://help.twig.so/rag-scenarios-and-solutions/chunking/math-notation.md)
- [Multi-Column Layout Issues](https://help.twig.so/rag-scenarios-and-solutions/chunking/multi-column.md)
- [Footnotes and References Lost](https://help.twig.so/rag-scenarios-and-solutions/chunking/footnotes-lost.md)
- [HTML to Text Conversion Problems](https://help.twig.so/rag-scenarios-and-solutions/chunking/html-conversion.md)
- [Vector Search & Embeddings](https://help.twig.so/rag-scenarios-and-solutions/vectors.md)
- [Poor Semantic Search Results](https://help.twig.so/rag-scenarios-and-solutions/vectors/poor-search-results.md)
- [Embedding Model Drift](https://help.twig.so/rag-scenarios-and-solutions/vectors/embedding-drift.md)
- [Cold Start Problem](https://help.twig.so/rag-scenarios-and-solutions/vectors/cold-start.md)
- [Vector Index Out of Sync](https://help.twig.so/rag-scenarios-and-solutions/vectors/index-sync.md)
- [Dimensionality Mismatch](https://help.twig.so/rag-scenarios-and-solutions/vectors/dimension-mismatch.md)
- [Similarity Score Calibration](https://help.twig.so/rag-scenarios-and-solutions/vectors/similarity-calibration.md)
- [Multilingual Embedding Issues](https://help.twig.so/rag-scenarios-and-solutions/vectors/multilingual-embeddings.md)
- [Domain-Specific Vocabulary](https://help.twig.so/rag-scenarios-and-solutions/vectors/domain-vocabulary.md)
- [Embedding Cost Optimization](https://help.twig.so/rag-scenarios-and-solutions/vectors/embedding-costs.md)
- [Vector Database Performance](https://help.twig.so/rag-scenarios-and-solutions/vectors/vector-db-performance.md)
- [Model & LLM Behavior](https://help.twig.so/rag-scenarios-and-solutions/llm.md)
- [Hallucination in Responses](https://help.twig.so/rag-scenarios-and-solutions/llm/hallucination-deep.md)
- [Context Window Overflow](https://help.twig.so/rag-scenarios-and-solutions/llm/context-overflow.md)
- [Token Limit Exceeded](https://help.twig.so/rag-scenarios-and-solutions/llm/token-limit.md)
- [Temperature Setting Issues](https://help.twig.so/rag-scenarios-and-solutions/llm/temperature-tuning.md)
- [Prompt Injection Attacks](https://help.twig.so/rag-scenarios-and-solutions/llm/prompt-injection.md)
- [Model Switching Mid-Conversation](https://help.twig.so/rag-scenarios-and-solutions/llm/model-switching.md)
- [Response Inconsistency](https://help.twig.so/rag-scenarios-and-solutions/llm/response-inconsistency.md)
- [Refusal to Answer](https://help.twig.so/rag-scenarios-and-solutions/llm/refusal-to-answer.md)
- [Incorrect Citation Format](https://help.twig.so/rag-scenarios-and-solutions/llm/citation-format.md)
- [Language Mixing in Responses](https://help.twig.so/rag-scenarios-and-solutions/llm/language-mixing.md)
- [Privacy & Knowledge Security](https://help.twig.so/rag-scenarios-and-solutions/privacy.md)
- [PII Leaking in Retrieved Context](https://help.twig.so/rag-scenarios-and-solutions/privacy/pii-detection.md)
- [HIPAA-Compliant Knowledge Base](https://help.twig.so/rag-scenarios-and-solutions/privacy/hipaa-setup.md)
- [GDPR Right to Forget in Vector DB](https://help.twig.so/rag-scenarios-and-solutions/privacy/gdpr-compliance.md)
- [Private LLM for Sensitive Data](https://help.twig.so/rag-scenarios-and-solutions/privacy/private-models.md)
- [Embedding Data Residency](https://help.twig.so/rag-scenarios-and-solutions/privacy/data-residency.md)
- [Agent-Level Data Isolation](https://help.twig.so/rag-scenarios-and-solutions/privacy/data-isolation.md)
- [Query Audit Trail Gaps](https://help.twig.so/rag-scenarios-and-solutions/privacy/audit-gaps.md)
- [Cross-Agent Knowledge Leakage](https://help.twig.so/rag-scenarios-and-solutions/privacy/tenant-leakage.md)
- [Vector DB Encryption](https://help.twig.so/rag-scenarios-and-solutions/privacy/key-rotation.md)
- [Knowledge Retention vs Deletion](https://help.twig.so/rag-scenarios-and-solutions/privacy/retention-conflicts.md)
- [Embedding Service Privacy](https://help.twig.so/rag-scenarios-and-solutions/privacy/processor-compliance.md)
- [Erasure from Vector Index](https://help.twig.so/rag-scenarios-and-solutions/privacy/right-to-erasure.md)
- [RAG Retrieval & Accuracy](https://help.twig.so/rag-scenarios-and-solutions/accuracy.md)
- [Wrong Answers from RAG](https://help.twig.so/rag-scenarios-and-solutions/accuracy/wrong-answers.md)
- [No Relevant Chunks Retrieved](https://help.twig.so/rag-scenarios-and-solutions/accuracy/no-answer.md)
- [Outdated Knowledge Base](https://help.twig.so/rag-scenarios-and-solutions/accuracy/stale-data.md)
- [Hallucination Despite Retrieved Context](https://help.twig.so/rag-scenarios-and-solutions/accuracy/hallucination.md)
- [Incomplete Context Assembly](https://help.twig.so/rag-scenarios-and-solutions/accuracy/incomplete.md)
- [Conflicting Sources in Context](https://help.twig.so/rag-scenarios-and-solutions/accuracy/conflicting-info.md)
- [Source Ranking Issues](https://help.twig.so/rag-scenarios-and-solutions/accuracy/source-priority.md)
- [Query-Document Mismatch](https://help.twig.so/rag-scenarios-and-solutions/accuracy/query-interpretation.md)
- [Ambiguous Query Expansion](https://help.twig.so/rag-scenarios-and-solutions/accuracy/ambiguous-questions.md)
- [Knowledge Base Drift](https://help.twig.so/rag-scenarios-and-solutions/accuracy/factual-drift.md)
- [Context Relevance Decay](https://help.twig.so/rag-scenarios-and-solutions/accuracy/context-relevance-decay.md)
- [Multi-Hop Reasoning Failure](https://help.twig.so/rag-scenarios-and-solutions/accuracy/multi-hop-failure.md)
- [Knowledge Base Quality](https://help.twig.so/rag-scenarios-and-solutions/data-quality.md)
- [Duplicate Content in Vector DB](https://help.twig.so/rag-scenarios-and-solutions/data-quality/duplicate-content.md)
- [Character Encoding in Chunks](https://help.twig.so/rag-scenarios-and-solutions/data-quality/encoding-issues.md)
- [Broken Cross-References](https://help.twig.so/rag-scenarios-and-solutions/data-quality/broken-links.md)
- [Inconsistent Document Metadata](https://help.twig.so/rag-scenarios-and-solutions/data-quality/metadata-inconsistent.md)
- [Missing Context in Images](https://help.twig.so/rag-scenarios-and-solutions/data-quality/alt-text.md)
- [Document Version Conflicts](https://help.twig.so/rag-scenarios-and-solutions/data-quality/version-conflicts.md)
- [Knowledge Graph Inconsistencies](https://help.twig.so/rag-scenarios-and-solutions/data-quality/knowledge-graph.md)
- [Semantic Redundancy](https://help.twig.so/rag-scenarios-and-solutions/data-quality/semantic-redundancy.md)
- [Temporal Context Loss](https://help.twig.so/rag-scenarios-and-solutions/data-quality/temporal-staleness.md)
- [Entity Resolution Errors](https://help.twig.so/rag-scenarios-and-solutions/data-quality/entity-resolution.md)
- [RAG Pipeline Observability](https://help.twig.so/rag-scenarios-and-solutions/monitoring.md)
- [Retrieval Stage Debugging](https://help.twig.so/rag-scenarios-and-solutions/monitoring/retrieval-debugging.md)
- [Embedding Quality Metrics](https://help.twig.so/rag-scenarios-and-solutions/monitoring/embedding-metrics.md)
- [Reranking Score Analysis](https://help.twig.so/rag-scenarios-and-solutions/monitoring/reranking-analysis.md)
- [Context Window Utilization](https://help.twig.so/rag-scenarios-and-solutions/monitoring/context-utilization.md)
- [Agent Decision Tracing](https://help.twig.so/rag-scenarios-and-solutions/monitoring/agent-tracing.md)
- [Query Understanding Logs](https://help.twig.so/rag-scenarios-and-solutions/monitoring/query-logs.md)
- [Source Attribution Tracking](https://help.twig.so/rag-scenarios-and-solutions/monitoring/source-tracking.md)
- [Agent Behavior & Strategy](https://help.twig.so/rag-scenarios-and-solutions/agent.md)
- [Strategy Selection Failures](https://help.twig.so/rag-scenarios-and-solutions/agent/strategy-selection.md)
- [Redwood vs Cedar Decision](https://help.twig.so/rag-scenarios-and-solutions/agent/strategy-decision.md)
- [Context Assembly Logic Issues](https://help.twig.so/rag-scenarios-and-solutions/agent/context-assembly.md)
- [Agent Memory Corruption](https://help.twig.so/rag-scenarios-and-solutions/agent/memory-corruption.md)
- [Conversational Context Loss](https://help.twig.so/rag-scenarios-and-solutions/agent/conversation-loss.md)
- [Multi-Turn Reasoning Breaks](https://help.twig.so/rag-scenarios-and-solutions/agent/multi-turn-breaks.md)
- [Agent Persona Drift](https://help.twig.so/rag-scenarios-and-solutions/agent/persona-drift.md)
- [Tool Selection Errors](https://help.twig.so/rag-scenarios-and-solutions/agent/tool-selection.md)


---

# Agent Instructions: Querying This Documentation

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Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://help.twig.so/rag-scenarios-and-solutions.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.