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Remove architecture flow section from README
Removed architecture flow diagram from README.
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README.md

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@@ -18,44 +18,6 @@ Project Aether is a world-class reference implementation of a complex RAG system
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* **Resilient Infrastructure:** Bulletproofed with `tenacity` for exponential backoff on all critical third-party I/O (LLMs, Qdrant).
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* **Memory-Optimized Ingestion:** Implements a custom `SemanticDoubleMergingSplitter` leveraging Python Generators to process massive document sets without memory bloat.
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## 🏗 Architecture Flow
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```mermaid
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sequenceDiagram
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participant User
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participant RetrievalWorkflow
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participant SemanticCache
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participant LlamaIndex
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participant Qdrant
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participant LLM
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User->>RetrievalWorkflow: Query
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RetrievalWorkflow->>SemanticCache: Check HNSW Cache (Cosine Similarity)
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alt Cache Hit (> 0.85)
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SemanticCache-->>RetrievalWorkflow: Cached Answer
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RetrievalWorkflow-->>User: Sub-100ms Fast Response
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else Cache Miss
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RetrievalWorkflow->>LLM: Decompose Query & Generate HyDE
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LLM-->>RetrievalWorkflow: QueryBundle
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RetrievalWorkflow->>Qdrant: Retrieve Context
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Qdrant-->>RetrievalWorkflow: Raw Nodes
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loop CoT Relevance Judge (Max 2)
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RetrievalWorkflow->>LLM: Judge Relevance
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LLM-->>RetrievalWorkflow: Verdict
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opt If Irrelevant
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RetrievalWorkflow->>LLM: Refine Query
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end
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end
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RetrievalWorkflow->>LlamaIndex: Rerank & LongContextReorder
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RetrievalWorkflow->>LLM: Generate Final Answer
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LLM-->>RetrievalWorkflow: Final Answer
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RetrievalWorkflow->>SemanticCache: Set Cache
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RetrievalWorkflow-->>User: Synthesized Answer
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end
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```
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## 📈 Benchmarks
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| Metric | Basic RAG | Project Aether | Impact |
@@ -110,4 +72,4 @@ Run the comprehensive test suite:
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pytest tests/
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```
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## ⚖️ License
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Distributed under the Apache 2.0 License. See `LICENSE` for more information.
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Distributed under the Apache 2.0 License. See `LICENSE` for more information.

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