VectorDB Search with Climate Policy docs

This workflow creates a vector database (vectorDB) index on a collection of documents, links, pdfs, docx, txt files and then, given a query, searches them, returns page-level citation chunks and summarizes them with a GPT4 prompt. In particular, this workflow:

  1. Takes in links to PDFs
  2. Runs a synthetic data creation recipe on each scanned page of the PDF, to create a sample FAQ for each
  3. Queries the vector DB with the search query
  4. Gets back results
  5. Summarizes the resulting chunks with the task instructions into an answer
  6. Provides page-level URL citations for each referenced chuck returned from the vector DB search.
    All of this is available as an API as well, such that you can modify the source documents, prompt or synthetic data creation processing while maintaining the same API endpoint

Documents

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Run cost = 6 credits

Breakdown: 3 (GPT-4o (openai)) + 3/run

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The top uses of hydrogen power in the United States over the next 10 years are expected to span various sectors, driven by its versatility and potential for decarbonization. Key applications include:

1. **Industrial Decarbonization**: Hydrogen will play a significant role in decarbonizing industries that are difficult to electrify. This includes sectors like steelmaking, which can reduce emissions by 40-70% by transitioning to clean hydrogen as a reductant, and ammonia and methanol manufacturing, which can achieve over 90% decarbonization by using clean hydrogen[1].

2. **Heavy-Duty Transportation**: Hydrogen has a strong value proposition in the trucking sector, particularly for fleets with heavy-duty vehicles, long-distance routes, or multi-shift operations requiring rapid refueling. It is also essential for producing liquid fuels necessary for aviation, rail, and marine applications[1].

3. **Power Generation and Energy Storage**: As the power grid decarbonizes, hydrogen will be crucial for long-duration energy storage and dispatchable power generation. Hydrogen can be used in fuel cells or low-NOx turbines to enable multi-day storage and provide reliable power generation when integrating variable renewable energy into the grid[1].

4. **Existing Industrial Uses**

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