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INTELLIGENT WORKFLOW

Connect to everything. Instantly

Embrace the Model Context Protocol. Plug and play to seamlessly connect UPMIC AI with massive external tools, APIs, and local services. No custom integration needed.

From conversation to autonomous execution

Multi-Step Reasoning

Handles tasks requiring logical chains. The AI breaks down a single voice command into a sequence of actionable steps.

Compare the core specifications of NVIDIA H100 and AMD MI300X. Focus on the cost-performance ratio in LLM inference scenarios and provide hardware selection recommendations.

Hardware Expert OrchestratorPlanning...

Task parsed successfully:

  1. Activate hardware architecture knowledge base.
  2. Retrieve official datasheets for both GPUs.
  3. Initialize mathematical models for LLM inference cost & throughput.
Hardware Spec RetrieverFetching...

Active: Cross-referencing manufacturing process (5nm vs 4nm), memory capacity (80GB HBM3 vs 192GB HBM3e), and memory bandwidth specs...

Performance & Cost AnalyzerAnalyzing...

Active: Evaluating hardware limitations via Roofline Model. Running quantitative analysis on Cost-per-Token based on current market pricing and 70B parameter model inference throughput...

Report DispatcherReady

Next Step: Compiling high-density Markdown comparison matrix and exporting 'AI Hardware Selection Whitepaper.pdf' to local storage (Z:).

Human-in-the-Loop

Automatically pauses at critical nodes (like payments or sending emails) to request human confirmation before proceeding

Has the message for the client been written?
I've drafted the email to the client.
Ready to send?
API 500 Error
AI automatically correcting an API error
Fallback API Success

Error Recovery

Autonomously seeks alternative solutions or APIs when encountering errors, ensuring task completion.

Context Awareness

Retains context across the entire workflow, passing
outputs from one step as inputs to the next.

The impact of true automation

10xFaster task completion
85%Reduction in manual operations
24/7Autonomous operation

Explore more capabilities

BEYOND SILICON LIMITS

Eliminate awkward pauses. Experience human-like voice interactions powered by UPMIC hardware acceleration.