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πŸ“š Update README: Document SmoLAgents integration for 67%+ GAIA performance

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βœ… 60+ point performance boost with agentic framework
βœ… CodeAgent architecture with direct code execution
βœ… Dual system: Enhanced primary + Custom fallback
🎯 Target: 67%+ GAIA Level 1 accuracy (vs 30% requirement)

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- ---
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- title: πŸš€ Universal Multimodal AI Agent - GAIA Optimized
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- emoji: πŸ€–
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- colorFrom: indigo
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- colorTo: purple
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- sdk: gradio
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- sdk_version: 5.34.2
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- app_file: app.py
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- pinned: false
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- hf_oauth: true
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- # optional, default duration is 8 hours/480 minutes. Max duration is 30 days/43200 minutes.
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- hf_oauth_expiration_minutes: 480
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- ---
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- # πŸš€ Universal Multimodal AI Agent - GAIA Benchmark Optimized
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- **The ultimate AI agent that processes ANY type of content with GAIA benchmark compliance**
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- ## 🧠 **LLM Fleet - 13 Models Across 7 Providers**
 
 
 
 
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- ### **⚑ Ultra-Fast QA Models (Priority 0-0.8)**
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- | Model | Provider | Speed | Use Case |
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- |-------|----------|-------|----------|
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- | `deepset/roberta-base-squad2` | HuggingFace | Ultra-Fast | Instant QA |
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- | `deepset/bert-base-cased-squad2` | HuggingFace | Very Fast | Context QA |
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- | `Qwen/Qwen3-235B-A22B` | Fireworks AI | Fast | Advanced Reasoning |
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-
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- ### **πŸ”₯ Primary Reasoning Models (Priority 1-2)**
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- | Model | Provider | Speed | Use Case |
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- |-------|----------|-------|----------|
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- | `deepseek-ai/DeepSeek-R1` | Together AI | Fast | Complex Reasoning |
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- | `gpt-4o` | OpenAI | Medium | Advanced Vision/Text |
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- | `meta-llama/Llama-3.3-70B-Instruct` | Together AI | Medium | Large Context |
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-
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- ### **🌟 Specialized Models (Priority 3-6)**
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- | Model | Provider | Speed | Use Case |
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- |-------|----------|-------|----------|
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- | `MiniMax/MiniMax-M1-80k` | Novita AI | Fast | Extended Context |
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- | `deepseek-ai/deepseek-chat` | Novita AI | Fast | Chat Optimization |
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- | `moonshot-ai/moonshot-v1-8k` | Featherless AI | Medium | Specialized Tasks |
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- | `janhq/jan-nano` | Featherless AI | Very Fast | Lightweight |
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-
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- ### **⚑ Fast Fallback Models (Priority 7-10)**
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- | Model | Provider | Speed | Use Case |
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- |-------|----------|-------|----------|
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- | `llama-v3p1-8b-instruct` | Fireworks AI | Very Fast | Quick Responses |
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- | `mistralai/Mistral-7B-Instruct-v0.1` | HuggingFace | Fast | General Purpose |
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- | `microsoft/Phi-3-mini-4k-instruct` | HuggingFace | Ultra Fast | Micro Tasks |
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- | `gpt-3.5-turbo` | OpenAI | Fast | Fallback |
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-
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- ## πŸ› οΈ **Complete Toolkit Arsenal**
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-
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- ### **πŸ” Web Intelligence**
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- - **Web Search**: Enhanced DuckDuckGo integration with comprehensive result extraction
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- - **URL Browsing**: Advanced webpage content retrieval and text extraction
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- - **File Downloads**: GAIA API file downloads and URL-based file retrieval
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- - **Real-time Data**: Live web information access with intelligent crawling
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-
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- ### **πŸŽ₯ Multimodal Processing**
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- - **Video Analysis**: OpenCV frame extraction, motion detection
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- - **Audio Processing**: librosa, speech recognition, transcription
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- - **Image Generation**: Stable Diffusion, DALL-E integration
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- - **Computer Vision**: Object detection, face recognition
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- - **Speech Synthesis**: Text-to-speech capabilities
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-
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- ### **πŸ“Š Data & Scientific Computing**
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- - **Data Visualization**: matplotlib, plotly, seaborn charts
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- - **Statistical Analysis**: NumPy, SciPy, sklearn integration
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- - **Mathematical Computing**: Symbolic math, calculations
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- - **Scientific Modeling**: Advanced computational tools
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-
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- ### **πŸ’» Code & Document Processing**
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- - **Programming**: Multi-language code generation/debugging
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- - **Document Processing**: Advanced PDF reading with PyPDF2, Word, Excel file handling
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- - **File Operations**: GAIA task file downloads, local file manipulation
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- - **Text Processing**: NLP and content analysis
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- - **Mathematical Computing**: Scientific calculator with advanced functions
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-
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- ## πŸš€ **Performance Architecture**
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-
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- ### **⚑ Speed Optimization Pipeline**
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- ```
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- πŸš€ Response Pipeline:
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- 1. Cache Check (0ms) β†’ Instant if cached
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- 2. Ultra-Fast QA (< 1s) β†’ roberta-base-squad2
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- 3. Advanced Reasoning (2-3s) β†’ Qwen3-235B-A22B
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- 4. Primary Models (2-5s) β†’ DeepSeek-R1, GPT-4o
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- 5. Tool Execution β†’ Web search, file processing, calculations
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- 6. Fallback Chain (1-3s) β†’ 10+ backup models
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- ```
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-
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- ### **🧠 Intelligence Features**
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- - **Response Caching**: Hash-based instant retrieval for common queries
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- - **Priority Routing**: Smart model selection with Qwen3-235B-A22B prioritization
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- - **Enhanced Tool Calling**: Complete implementation with web browsing, file handling, vision processing
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- - **RAG Pipeline**: Advanced web crawl β†’ content extraction β†’ contextual answering
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- - **Tool Orchestration**: Multi-step reasoning with comprehensive tool integration
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- - **Thinking Process Removal**: Automatic cleanup for GAIA compliance (final answers only)
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- - **Error Recovery**: Comprehensive fallback system with quality validation
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-
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- ## πŸ“ˆ **System Architecture**
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-
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- ```
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- πŸ—οΏ½οΏ½οΏ½ Infrastructure:
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- β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
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- β”‚ Gradio Web Interface β”‚
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- β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
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- β”‚ MultiModelGAIASystem (Core AI) β”‚
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- β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
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- β”‚ ⚑ Speed Layer (Cache + Fast QA) β”‚
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- β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
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- β”‚ 🧠 Intelligence Layer (12 LLMs) β”‚
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- β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
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- β”‚ πŸ› οΈ Tool Layer (Universal Kit) β”‚
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- β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
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- β”‚ 🌐 Data Layer (Web + Multimodal) β”‚
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- β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
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- ```
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-
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- ## 🎯 **GAIA Benchmark Excellence**
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-
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- ### **Perfect Compliance Features**
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- - βœ… **Exact-Match Responses**: Direct answers only, no explanations
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- - βœ… **Response Quality Control**: Validates complete, coherent answers
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- - βœ… **Aggressive Cleaning**: Removes reasoning artifacts and tool call fragments
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- - βœ… **API-Ready Format**: Perfect structure for GAIA submission
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- - βœ… **Universal Content Processing**: Handles ANY question format
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-
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- ### **Performance Metrics**
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- - 🎯 **Target**: 100% GAIA Level 1 accuracy
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- - ⚑ **Speed**: <2 seconds average response time
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- - πŸ›‘οΈ **Reliability**: 100% question coverage with fallback
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- - 🧠 **Intelligence**: 12 LLMs with priority-based routing
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-
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- ## πŸš€ **Getting Started**
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-
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- ### **Environment Setup**
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- ```bash
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- # Required
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- export HF_TOKEN="your_huggingface_token"
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-
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- # Optional (enables advanced features)
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- export OPENAI_API_KEY="your_openai_key"
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- ```
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-
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- ### **Quick Test**
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- ```bash
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- python test_gaia.py
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- ```
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-
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- ## πŸ”§ **Technical Stack**
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-
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- | Component | Technology | Purpose |
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- |-----------|------------|---------|
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- | **Framework** | Gradio 5.34.2 | Web interface |
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- | **AI Hub** | HuggingFace Transformers | Model integration |
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- | **Web** | requests, DuckDuckGo | Real-time data |
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- | **Multimodal** | OpenCV, librosa, Pillow | Content processing |
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- | **Scientific** | NumPy, SciPy, matplotlib | Data analysis |
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- | **Processing** | moviepy, speech_recognition | Media handling |
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-
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- ## πŸ“Š **Final Infrastructure Summary**
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-
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- | Category | Count | Status |
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- |----------|-------|--------|
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- | **LLM Models** | 13 models | βœ… Enhanced |
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- | **AI Providers** | 7 providers | βœ… Diversified |
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- | **Core Tools** | 18+ capabilities | βœ… Complete |
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- | **Speed** | <2s average | βœ… Ultra-fast |
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- | **GAIA Compliance** | Full implementation | βœ… Ready |
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-
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- ## 🎯 **Ready for Competitive GAIA Performance!**
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-
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- This Universal Multimodal AI Agent is optimized for GAIA benchmark excellence with:
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- - πŸš€ **13 LLMs** across 7 providers including advanced Qwen3-235B-A22B
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- - ⚑ **Ultra-fast QA models** for instant factual answers
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- - πŸ› οΈ **Complete tool implementation**: Web browsing, file downloads, PDF reading, vision processing, calculations
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- - 🎯 **GAIA compliance**: Automatic thinking process removal, exact-match formatting
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- - 🌐 **Universal processing**: Videos, audio, images, data, code, documents
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- - πŸ” **Enhanced web capabilities**: DuckDuckGo search + content extraction
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-
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- **Target Achievement**: 67%+ accuracy on GAIA benchmark (competitive performance)
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-
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- ---
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-
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- **πŸš€ Deploy**: This repository contains only the essential files for maximum performance.
 
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+ # πŸš€ Enhanced Universal GAIA Agent - SmoLAgents Framework Powered
 
 
 
 
 
 
 
 
 
 
 
 
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+ **🎯 67%+ GAIA Performance Target with 60+ Point Framework Boost**
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+ ## πŸ”₯ NEW: SmoLAgents Framework Integration
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+ ### ⚑ Performance Breakthrough
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+ - **60+ Point Performance Boost**: Documented by Hugging Face research
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+ - **67%+ GAIA Target**: Exceeds 30% course requirement
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+ - **Framework-Optimized**: Based on HF's proven 55% GAIA submission
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+ - **CodeAgent Architecture**: Direct code execution vs JSON parsing
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+ ### 🎯 Dual System Architecture
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+ - **Primary**: SmoLAgents Enhanced (67%+ target)
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+ - **Fallback**: Custom System (30%+ baseline)
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+ - **Auto-Detection**: Seamless switching based on availability