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update README.md to remove obsolete content
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.gitignore

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legacy_autogen/README.md

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# 💸 Legacy AutoGen Implementation
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> This is the legacy implementation using AutoGen. For the current Microsoft Agent Framework version, see the [Agent Framework README](../README.md).
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> This is the legacy implementation using AutoGen.
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## 🔑 Key Differences from Microsoft Agent Framework
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G --> H[Manual Result Collection]:::orchestrator
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```
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### Microsoft Agent Framework Architecture
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```mermaid
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flowchart TD
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classDef orchestrator fill:#f0fff0,stroke:#999,stroke-width:1px
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classDef agent fill:#f0f8ff,stroke:#333,stroke-width:2px
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classDef decision fill:#ffe4e1,stroke:#333,stroke-width:2px
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A[User Input]:::orchestrator --> B[QuantInvestWorkflow]:::orchestrator
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B --> C[WorkflowBuilder]:::orchestrator
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subgraph Pipeline [Type-Safe Workflow Pipeline]
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D[Stock Data Agent]:::agent --> E[Signal Generation Agent<br/>Python code executor]:::agent
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E --> F{signals file?}:::decision
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F -->|exists| G[Backtest Agent]:::agent
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F -->|missing| H[Skip to Summary]:::agent
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G --> I[Summary Report Agent]:::agent
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H --> I
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end
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style Pipeline fill:none,stroke:#333,stroke-width:1px
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C --> D
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I --> J[Final Output]:::orchestrator
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```
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## Best time to buy/sell: Sell in May, buy in October
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### Overview

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