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| # Workflow mapping | |
| This project reimplements the exported `JobWorkfllow` behavior without calling | |
| n8n. | |
| ## Input | |
| The Gradio application exposes only the job description and the account-status | |
| answer. Source CV, advantage, and recommendation content are loaded server-side | |
| from `keys.env`. | |
| ## Profile data | |
| The original workflow read three n8n Data Table rows by `KEY`: | |
| - `SOFTWARE_CV` | |
| - `ADVANTAGE` | |
| - `RECOMMENDATION_LETTER` | |
| The standalone replacement loads these values from `SOURCE_CV`, `ADV`, and | |
| `RECOMMENDATION_LETTER` in `keys.env`. They are not exposed as Gradio inputs. | |
| ## AI branches | |
| The original three agents use the connected Google Gemini Chat Model: | |
| 1. Job Info Agent: Arabic structured JSON analysis. | |
| 2. CV Creator Agent: factual, ATS-focused LaTeX CV, maximum two pages. | |
| 3. Email Creator Agent: concise English job-application email. | |
| The Python implementation runs these three Gemini calls concurrently after | |
| assembling the same source inputs. The prompt constraints are kept in | |
| `services/prompts.py`. | |
| ## Google Sheets | |
| The original Code node added the current ISO date and the Sheets node appended | |
| the analysis fields. `GoogleSheetsService` preserves the same columns and | |
| appends one row only when the spreadsheet configuration is complete. | |
| ## PDF output | |
| The generated CV remains LaTeX. The application writes the source to | |
| `outputs/cv_draft.tex` and uses `pylatex` plus `pdflatex` when available to | |
| produce `outputs/cv_draft.pdf`. A `reportlab` fallback keeps a downloadable | |
| PDF output available when a TeX compiler is not installed. | |