A workflow explanation by Jayson Bautista · Original robot guide: Dennice
Read the complete transcript
The question: Let’s follow resume screening through the source diagram.
The challenge: A diagram shows the connections, but not every configuration or runtime result.
Our route: Therefore, we’ll trace the visible steps and finish with the evidence limits.
Read an application: A Google Sheets row-added trigger starts the visible workflow.
Read an application: ReadConfig follows the trigger before a URL-ID extraction code node.
Read an application: A Google Drive download node retrieves the referenced file.
Extract the resume: An Extract PDF node follows the file download.
Extract the resume: A parsing code node prepares the extracted content.
Extract the resume: The prepared content reaches an AI Screening Agent connected to Groq.
Record the assessment: A parser follows the screening agent.
Record the assessment: An Update Sheet node records the resulting output.
Record the assessment: The screenshot does not expose the screening prompt or evaluation rubric.
Route the response: An If node branches after the sheet update.
Route the response: The diagram labels Gmail branches for Hot and Warm/Cold applicants.
Route the response: A Slack Alert HR node is visible alongside the Hot applicant path.
Keep review accountable: This is a screenshot-based implementation case study.
Keep review accountable: Fairness, hiring quality and classification accuracy are not validated by this image.
Keep review accountable: Human review and a documented screening rubric should be verified before use.
Recap: start: A Google Sheets row-added trigger starts the visible workflow.
Recap: process: An Extract PDF node follows the file download.
Recap: route: A parser follows the screening agent.
Recap: output: An If node branches after the sheet update.
Evidence boundary: The supplied screenshots show architecture. They do not verify production outcomes.
Takeaway: Follow the connections, inspect the source, and validate configuration before operational use.
Source: local automation2 screenshot. This film explains visible node connections; prompts, credentials and execution results are not supplied. Robot and props are explanatory illustrations. Back to the case study.