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NVIDIA
Kimi Vision Paper To Page Workflow

Kimi Vision Paper To Page Workflow

gpu-accelerationretrieval-augmented-generationllm-inferencetensorrtnvidia-generative-ai-exampleslarge-language-modelsmicroservicetriton-inference-serveross_tutorialsLLMKimi_K2.5_Paper_to_Page_Vision_Workflowragnemo

ML Paper Webpage Generator

Transform ML research papers into beautiful, interactive webpages with animations and embedded figures using Kimi K2.5 via NVIDIA AI endpoints.

Architecture:

START -> extract_pdf -> analyze_paper -> generate_webpage -> END

Kimi generates the entire webpage from scratch based on the paper content - no templates!

1. Setup & Configuration

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Model: moonshotai/kimi-k2.5
API Key configured: Yes

2. PDF Utilities

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PDF utilities loaded.

3. Kimi Client

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Client created: ChatNVIDIA
/home/chris/Code/NVIDIA/GenerativeAIExamples/oss_tutorials/Kimi_K2.5_Paper_to_Page_Vision_Workflow/.venv/lib/python3.13/site-packages/langchain_nvidia_ai_endpoints/_common.py:243: UserWarning: Found moonshotai/kimi-k2.5 in available_models, but type is unknown and inference may fail.
  warnings.warn(

4. Workflow State and Prompts

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Prompts defined.

5. Workflow Nodes

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Workflow nodes defined.

6. Build the Graph

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Workflow builder defined.

7. Paper Webpage Workflow

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PaperWebpageWorkflow class defined.

Demo

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PaperWebpageWorkflow initialized.
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Processing: /home/chris/Code/NVIDIA/GenerativeAIExamples/oss_tutorials/Kimi_K2.5_Paper_to_Page_Vision_Workflow/Kimi K2.5 Visual Agentic Intelligence Technical Report.pdf
==================================================
Extracting PDF: /home/chris/Code/NVIDIA/GenerativeAIExamples/oss_tutorials/Kimi_K2.5_Paper_to_Page_Vision_Workflow/Kimi K2.5 Visual Agentic Intelligence Technical Report.pdf
  Extracted 15 pages
  Converted to base64
Analyzing paper with vision model...
  Sending 15 pages to vision model...
  Analysis complete: Kimi K2.5: Visual Agentic Intelligence
Generating minimal webpage with Kimi...
  Calling Kimi to generate HTML (minimal)...
  Generated 13126 characters of HTML
==================================================
Processing complete!

Saved HTML to: Kimi K2.5 Visual Agentic Intelligence Technical Report.html
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