Enterprise AI Architecture Built on First Principles
From fundamental truths about computation, security, and enterprise needs—we engineered the only platform that delivers 100x cost reduction, 99.95% uptime, and zero-trust security in a unified architecture.
The Six-Layer Framework
┌──────────────────────────────────────────────────────────┐
│ LAYER 6: OPERATIONS & GOVERNANCE │
│ ──────────────────────────────────────────────────────── │
│ • Performance Evaluation • Resource Utilization │
│ • Agent Traces & Telemetry • Guardrails & Safety │
│ • Security & Compliance • Access Control │
│ • Monitoring & Alerting • Audit Trails │
│ │
│ Technology: OpenTelemetry, Wazuh, Keycloak, Fiddler │
│ Performance: Real-time monitoring, <5min incident alert │
└──────────────────────┬───────────────────────────────────┘
↓
┌──────────────────────▼───────────────────────────────────┐
│ LAYER 5: MEMORY & CONTEXT MANAGEMENT │
│ ──────────────────────────────────────────────────────── │
│ • Short-term & Long-term Memory │
│ • Semantic Memory (knowledge graphs, embeddings) │
│ • Learning Loops (continuous improvement) │
│ │
│ Technology: Vector DBs (Pinecone, Weaviate), Redis │
│ Performance: <50ms retrieval, 100M+ embeddings scale │
└──────────────────────┬───────────────────────────────────┘
↓
┌──────────────────────▼───────────────────────────────────┐
│ LAYER 4: TOOLS & INTEGRATION │
│ ──────────────────────────────────────────────────────── │
│ • Data source connectors (databases, data lakes) │
│ • External services (cloud, SaaS, on-premise) │
│ • Custom tool development framework │
│ │
│ Technology: API gateway + adapter pattern │
│ Performance: 500+ pre-built integrations │
└──────────────────────┬───────────────────────────────────┘
↓
┌──────────────────────▼───────────────────────────────────┐
│ LAYER 3: REASONING ENGINE │
│ ──────────────────────────────────────────────────────── │
│ • Strategic planning and goal decomposition │
│ • Multi-step reasoning and problem solving │
│ • Self-reflection and error correction │
│ │
│ Technology: Advanced prompting + reinforcement learning │
│ Performance: 95%+ plan success rate │
└──────────────────────┬───────────────────────────────────┘
↓
┌──────────────────────▼───────────────────────────────────┐
│ LAYER 2: COGNITIVE PROCESSING │
│ ──────────────────────────────────────────────────────── │
│ • Intelligent LLM-SLM routing (99.1% accuracy) │
│ • Natural language understanding and generation │
│ • Multi-modal processing (text, vision, audio) │
│ │
│ Technology: Proprietary routing ML classifier │
│ Performance: <6ms routing decision (p95) │
└──────────────────────┬───────────────────────────────────┘
↓
┌──────────────────────▼───────────────────────────────────┐
│ LAYER 1: PERCEPTION │
│ ──────────────────────────────────────────────────────── │
│ • Multi-modal input processing (text, image, audio) │
│ • Signal extraction and pattern recognition │
│ • Anomaly detection and classification │
│ │
│ Technology: Transformers, CNNs, embedding models │
│ Performance: <100ms input processing, 99%+ accuracy │
└──────────────────────────────────────────────────────────┘
Core Technology Components
Achieve a 100x cost advantage by intelligently routing over 90% of queries to lightweight SLMs, while escalating only complex cases to powerful LLMs. This proprietary system makes enterprise-wide AI economically viable without compromising quality.
Decompose complex workflows into a mesh of specialized agents (Orchestrators, Specialists, Validators). This architecture ensures scalability, reliability, and emergent intelligence as agents collaborate to solve enterprise-scale problems.
Our security-first architecture embeds a zero-trust foundation and an autonomous security mesh into every layer. AI-powered threat detection and automated response reduce incident response times by 95%.
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