# Downloaded files

Agent's requirements for the downloaded files:

- **Detect the file type** based on the extension and the linked question (referenced in `common_questions.py`).
- **Audio Files (.mp3):**  
  Use speech-to-text routines to transcribe the audio and then extract the required answer (e.g. page numbers or ingredient lists) with proper post‑processing (sorting, deduplication).
- **Spreadsheet Files (.xlsx):**  
  Parse the Excel file (using tools like pandas) to extract the numeric sales data, summing up relevant columns and formatting the number as specified.
- **Image Files (.png):**  
  Apply OCR or vision reasoning to interpret the chess position (or extract text details) so that the agent can compute the correct algebraic move.
- **Python Code Files (.py):**  
  Safely execute the code snippet in a sandboxed environment to capture its output (the final numeric value).

In short, the agent must determine which specialized tool (speech-to-text, spreadsheet reader, OCR/vision, or code interpreter) to invoke for each file type and then synthesize the outputs, ensuring that the final answers meet the exact-match formatting specified in the submission instructions (submission_instructions.md).