๏ฟฝ Mamba Encoder Swarm v2.0 - Novel Architecture

๐ŸŒ This is a test language model using a custom built MAMBA architecture Features intelligent Mamba encoder swarm architecture with advanced domain routing, comprehensive performance analytics, and multi-tier quality protection. Currently optimized for CPU with GPU Mamba encoders ready for activation.

๐Ÿ MAMBA ARCHITECTURE (CPU Mode): ๐ŸŸข CPU Optimized - Mamba Encoders will be active with GPU

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0.1 1.5
0.1 1
5 30
๐Ÿค– Model Size Selection

Automatically search web for current information when needed

๏ฟฝ Mamba Encoder Swarm - Hybrid Intelligence Dashboard

๐Ÿ”‹ Hybrid Architecture Status: โœ… Local AI + Web Intelligence Active

  • Intelligence Level: Revolutionary Hybrid Multi-Domain AI
  • Processing Mode: Mamba Encoder Swarm + Real-time Web Search
  • Current Configuration: CPU-Optimized AI + Internet-Connected Intelligence
  • Activation Status: Hybrid mode active, Mamba encoders ready for GPU

๐ŸŒ Hybrid Intelligence Features:

  • Web Search Engine: โœ… DuckDuckGo + Wikipedia Integration
  • Smart Query Detection: โœ… Automatic current info detection
  • Source Integration: โœ… Real-time fact checking and validation
  • Cache System: โœ… Intelligent result caching for performance

๐Ÿ’ป Hardware Configuration:

  • Processing Unit: CPU Only
  • System RAM: 123.8GB (93.1% used)
  • Available RAM: 8.6GB
  • Network: โœ… Internet connectivity for hybrid intelligence
  • Mamba Readiness: ๐ŸŸก CPU Mode - GPU Needed for Mamba

๐Ÿ“ˆ Hybrid Performance Analytics:

  • Total Requests: 0
  • Success Rate: N/A
  • Quality Rate: N/A
  • Processing Speed: N/A tokens/sec
  • Model Adaptations: 0
  • Quality Filters Activated: 0

๐Ÿ” Web Intelligence Analytics:

  • Total Searches: 0
  • Avg Search Time: N/A
  • Search Success Rate: Ready
  • Cache Efficiency: 0 results cached
  • Popular Domains: Initializing

๐ŸŽฏ Adaptive Domain Intelligence:

  • Supported Domains: 8 specialized domains with adaptive learning
  • Encoder Pool: 100 virtual encoders with dynamic routing
  • Quality Protection: Multi-layer intelligence validation + web fact-checking
  • Learning Systems: Revolutionary 4-layer adaptive learning + web pattern recognition

๐Ÿš€ Hybrid Capabilities:

  • Local AI Mode: High-performance CPU processing with GPT-2 models
  • Web Intelligence: Real-time information retrieval and integration
  • Smart Routing: Automatic detection of queries needing current information
  • Source Attribution: Transparent web source integration and validation
  • Hybrid Fallbacks: Enhanced responses combining local knowledge + web data

๐Ÿ Mamba Encoder Status:

  • Current Mode: CPU Alternative with hybrid web intelligence
  • GPU Readiness: Ready for Mamba activation (requires uncommenting mamba_ssm)
  • Architecture: Full Mamba swarm intelligence preserved + web enhancement
Examples
๐Ÿ“ Enter Your Query ๐Ÿ“ Max Response Length ๐ŸŒก๏ธ Creativity Level ๐ŸŽฏ Focus Level (Top-p) ๐Ÿ”ข Active Encoders ๐Ÿค– Model Size Selection ๐Ÿ“Š Show Intelligence Analysis

๐Ÿš€ Hybrid Intelligence System Features

  • ๐ŸŒ Revolutionary Web Integration - Real-time search with DuckDuckGo + Wikipedia
  • ๐Ÿง  Smart Query Detection - Automatically identifies when current information is needed
  • ๐ŸŽฏ Elite Domain Routing - 7 specialized domains with confidence-based encoder selection
  • โšก Advanced State-Space Processing - Intelligent encoder swarm architecture + web intelligence
  • ๐Ÿ›ก๏ธ Enhanced Quality Assurance - Multi-layer validation + web fact-checking
  • ๐Ÿ“Š Comprehensive Analytics - Real-time performance + search metrics monitoring
  • ๐Ÿ”„ Hybrid Fallbacks - Local knowledge enhanced with real-time web data
  • ๐ŸŽ›๏ธ Intelligent Control - Adaptive model switching + search optimization
  • ๐Ÿš€ Adaptive Learning - 4-layer machine learning + web pattern recognition
  • ๏ฟฝ Mamba Ready - Full architecture preserved, ready for GPU activation

๐ŸŒŸ Hybrid Intelligence Mode: Combining the best of local AI processing with real-time web search capabilities for unprecedented accuracy and current information access.

Current Status: ๐Ÿ–ฅ๏ธ CPU Mode Active | ๐Ÿ Mamba Encoders Ready for GPU Activation | โšก Instant Hardware Detection