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SynapseX™ - Enterprise LLM Platform

SynapseX™ is Softquantus's enterprise-grade Large Language Model platform, providing multi-tenant LLM services with quantum-enhanced response selection.

What is SynapseX?​

SynapseX is a comprehensive AI platform that:

  • Multi-Tenant Architecture - Isolated environments for B2B customers
  • Quantum Reranking - QAOA-powered response optimization
  • Custom Fine-tuning - LoRA, SFT, and DPO training per tenant
  • OpenAI-Compatible - Drop-in replacement for existing integrations
  • QCOS Integration - Seamless quantum computing capabilities

Key Features​

🤖 Multi-Tenant LLM API​

Enterprise-ready API with complete tenant isolation:

  • Per-tenant API keys and rate limits
  • Custom model configurations
  • Data isolation and privacy
  • Usage analytics and billing

⚛️ Quantum Reranking​

Our proprietary QAOA-based reranker improves response quality:

TierMethodLatencyQuality Improvement
ClassicHeuristic~5msBaseline
Quantum CPUQCOS API~50ms+15%
Quantum GPULUMI HPC~100ms+25%

🎓 Continuous Training​

Fine-tune models per tenant:

  • SFT (Supervised Fine-Tuning) - Train on customer data
  • DPO (Direct Preference Optimization) - Align with user preferences
  • LoRA Adapters - Lightweight tenant-specific customizations
  • Feedback Loop - Automatic retraining from user feedback

🔀 Intelligent Proxy​

Gateway for external LLMs with quantum enhancement:

  • Proxy to OpenAI, FlexAI, or any compatible API
  • Automatic multi-response generation
  • Quantum reranking selection
  • Zero data persistence option

Architecture​

┌─────────────────────────────────────────────────────────────────────────────┐
│                           SYNAPSEX PLATFORM                                 │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                             │
│                              ┌─────────────┐                                │
│                              │   Clients   │                                │
│                              │ (LobeChat)  │                                │
│                              └──────┬──────┘                                │
│                                     │                                       │
│                    ┌────────────────┼────────────────┐                      │
│                    │                │                │                      │
│                    ▼                ▼                ▼                      │
│           ┌──────────────┐  ┌──────────────┐  ┌──────────────┐             │
│           │   SynapseX   │  │   SynapseX   │  │   QCOS API   │             │
│           │    Proxy     │  │     API      │  │   (Quantum)  │             │
│           │              │  │              │  │              │             │
│           │ OpenAI-compat│  │ Multi-tenant │  │ QAOA Rerank  │             │
│           │ + QRerank    │  │ Full-stack   │  │ Optimization │             │
│           └──────┬───────┘  └──────┬───────┘  └──────────────┘             │
│                  │                 │                                        │
│                  │                 ▼                                        │
│                  │          ┌──────────────┐                                │
│                  │          │   SynapseX   │                                │
│                  │          │     Gen      │                                │
│                  │          │              │                                │
│                  │          │ Inference +  │                                │
│                  │          │ Training     │                                │
│                  │          └──────┬───────┘                                │
│                  │                 │                                        │
│                  ▼                 ▼                                        │
│           ┌──────────────┐  ┌──────────────┐                               │
│           │   FlexAI     │  │   LUMI HPC   │                               │
│           │   OpenAI     │  │  (8x MI250X) │                               │
│           │   (Upstream) │  │   512GB VRAM │                               │
│           └──────────────┘  └──────────────┘                               │
│                                                                             │
└─────────────────────────────────────────────────────────────────────────────┘

Components​

SynapseX API​

Full-featured multi-tenant API:

  • Chat completions with quantum reranking
  • Tenant management (CRUD)
  • Feedback collection for training
  • Document ingestion (RAG)
  • Training job management
  • Trial system for self-service onboarding

SynapseX Proxy​

Lightweight gateway for existing LLM users:

  • OpenAI-compatible endpoint
  • Multi-response generation (K=4 default)
  • Quantum reranking selection
  • Zero state, edge-deployable

SynapseX Gen​

ML engine for inference and training:

  • Hybrid inference (base model + LoRA)
  • LUMI HPC integration (8x AMD MI250X)
  • DeepSpeed ZeRO-3 distributed training
  • PennyLane quantum circuits

Use Cases​

Enterprise Chat Assistants​

Deploy custom AI assistants for:

  • Customer support automation
  • Internal knowledge bases
  • Domain-specific Q&A

Healthcare & Pharma​

Specialized models for:

  • Medical literature analysis
  • Drug interaction queries
  • Clinical documentation

Financial Services​

Secure, compliant AI for:

  • Document analysis
  • Risk assessment
  • Regulatory compliance

E-Commerce​

Personalized experiences:

  • Product recommendations
  • Customer inquiries
  • Content generation

Getting Started​

  1. Create an Account - Sign up at synapsex.ai
  2. Get Your API Key - Generate credentials
  3. Make Your First Call - OpenAI-compatible API
  4. Enable Quantum Reranking - Enhance response quality

Next Steps​