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A comprehensive, transparent breakdown of how prompts and multimodal payloads navigate through SmaxAI's adaptive routing engine, intent analyzers, and high-performance cascades.
Hover over any frontier node to trace the high-speed data stream to SmaxAI's Pragg Air & Max routing cores.
How an idea travels from the composer to the final streamed answer.
Text Prompts, Code Attachments, Images & Audio Streams
You submit an inquiry in chat or initialize a dedicated media studio. SmaxAI parses textual tokens, extracts file metadata, analyzes attached images (JPEG/PNG/WebP), and constructs the active conversational memory buffer.
Task Classification & Complexity Estimation
Our edge gateway classifies the request intent: does this prompt require formal mathematical derivation, real-time web search, rapid text completion, or spatial image synthesis? Credit validation and auth tokens are verified in under 15ms.
Auto-Router vs. Cognitive Profiles vs. Explicit Selection
If Auto is selected, SmaxAI assigns the optimal provider based on real-time latency and reasoning requirements. Alternatively, you can explicitly lock onto instant speed models (Groq LPU, Flash) or cognitive depth models (DeepSeek R1, OpenAI o3-mini).
Engineered for instantaneous conversational flow, rapid code prototyping, and creative brainstorming. Cascades through Groq LPU, Cerebras, and NVIDIA high-throughput pools for sub-180ms time-to-first-token.
• Primary: Groq Llama 3.3 70B & DeepSeek V3
• Fallback: Gemini 2.0 Flash
• Median TTFT: Sub-180ms
Designed for formal mathematical logic, deep multi-file architectural refactoring, and multi-step theorem verification. Orchestrates frontier reasoning models with autonomous reflection loops.
• Primary: DeepSeek R1 671B & OpenAI o3-mini
• Reasoning Depth: Full Chain-of-Thought derivation
• Context Capacity: Up to 2,000,000 tokens
Encrypted Upstream Inference
The selected provider receives the prompt over TLS 1.3. On our enterprise and Pro model routes, queries are dispatched under commercial Zero-Data Retention (ZDR) agreements ensuring customer prompts are never retained for model retraining.
Real-time KaTeX Formulas, Mermaid Diagrams & Code Runners
Responses are streamed back to your viewport with smooth token-dripping. SmaxAI detects structured syntax in real-time, instantly rendering live LaTeX equations, Mermaid architecture diagrams, and interactive executable widgets.
28-step high-fidelity diffusion, high prompt adherence, natural textures & character consistency.
Cinema-grade video in 4s, 6s, 8s, and 10s durations (720p/1080p), with temporal stability and motion control.
Studio-grade instrumentals, ambient soundscapes & multi-track stem arrangement.
Bidirectional real-time voice and live camera vision streaming powered by frontier multimodal APIs.
