Update app.py

Automated previously manual steps.

app.py

@@ -543,6 +543,7 @@ def generate_resume_prompt(job_and_company_info, resume, gap_assessment_result_o
 # Create the Gradio app
 demo = gr.Blocks()
 
+
 with demo:
     gr.Markdown("# Job Description and Resume Input")
     with gr.Row():
@@ -551,82 +552,83 @@ with demo:
         job_description = gr.TextArea(label="Paste Job Description")
         resume = gr.TextArea(label="Paste Resume")
 
-    job_and_company_info_output = gr.State()
-    role_output = gr.State()
-    gap_assessment_prompt_output = gr.TextArea(label="Gap Assessment Prompt")
+    # Intermediate State Components
+    job_info_state = gr.State()
+    gap_prompt_state = gr.State()
+    gap_result_state = gr.State()
+    key_prompt_state = gr.State()
+    key_result_state = gr.State()
+    resume_prompt_state = gr.State()
 
-    gr.Button("Submit").click(
-        process_job_description,
-        inputs=[company_name, company_url, job_description, resume],
-        outputs=[job_and_company_info_output, role_output, gap_assessment_prompt_output]
-    )
+    gr.Markdown("## Generated Resume and Cover Letter")
+    customized_resume = gr.TextArea(label="Generated Resume")
+    cover_letter_prompt = gr.TextArea(label="Cover Letter Prompt")
 
-    gr.Markdown("## Gap Assessment")
-    gap_assessment_result = gr.TextArea(label="Paste Gap Assessment Result")
-    key_accomplishments_and_skills_prompt_output = gr.TextArea(label="Key Accomplishments and Skills Prompt", interactive=False)
+    submit_btn = gr.Button("Submit")
 
-    gr.Button("Submit Gap Assessment Result").click(
-        lambda x: x,
-        inputs=[gap_assessment_result],
+    # Step 1: Process job description and generate gap assessment prompt
+    submit_btn.click(
+        fn=process_job_description,
+        inputs=[company_name, company_url, job_description, resume],
+        outputs=[job_info_state, gr.State(), gap_prompt_state]
     ).then(
-        generate_key_accomplishments_and_skills_prompt,
-        inputs=[job_and_company_info_output, resume],
-        outputs=key_accomplishments_and_skills_prompt_output
-    )
-
-    gr.Markdown("## Key Accomplishments and Skills")
-    key_accomplishments_and_skills_result = gr.TextArea(label="Paste Key Accomplishments and Skills Result")
-    resume_prompt_output = gr.TextArea(label="Resume Prompt")
-
-    gr.Button("Submit Key Accomplishments and Skills Result").click(
-        lambda x: x,
-        inputs=[key_accomplishments_and_skills_result],
+        # Step 2: Send gap assessment prompt to Smollm3-3B
+        fn=smol_writing_task,
+        inputs=gap_prompt_state,
+        outputs=gap_result_state
     ).then(
-        generate_resume_prompt,
-        inputs=[job_and_company_info_output, resume, gap_assessment_result, key_accomplishments_and_skills_result],
-        outputs=resume_prompt_output
-    )
-
-    gr.Markdown("## Resume Prompt")
-    customized_resume = gr.TextArea(label="Paste In Final Resume")
-    gr.Button("Submit Customized Resume").click(
-        lambda job_and_company_info, customized_resume: f"""
-
+        # Step 3: Generate key accomplishments prompt
+        fn=generate_key_accomplishments_and_skills_prompt,
+        inputs=[job_info_state, resume],
+        outputs=key_prompt_state
+    ).then(
+        # Step 4: Send key accomplishments prompt to Smollm3-3B
+        fn=smol_writing_task,
+        inputs=key_prompt_state,
+        outputs=key_result_state
+    ).then(
+        # Step 5: Generate resume prompt using results and send to Qwen3
+        fn=get_resume_prompt,
+        inputs=[job_info_state, resume, gap_result_state, key_result_state],
+        outputs=resume_prompt_state
+    ).then(
+        fn=writing_task,
+        inputs=resume_prompt_state,
+        outputs=customized_resume
+    ).then(
+        # Step 6: Generate cover letter prompt (user still needs to run this manually)
+        fn=lambda job_info, customized_resume: f"""
 # Write a 3-paragraph cover letter with:
-1. Personalized greeting (use {job_and_company_info['Company Research']['Leadership Team Summary']} if available)
+1. Personalized greeting (use {job_info['Company Research']['Leadership Team Summary']} if available)
 2. Opening paragraph: Role you're applying for and excitement
 3. Body: Match a few of the top qualifications to job requirements
 4. Consider this company research and company metadata as you are writing this: 
-
-    Company Name: {job_and_company_info['Company Name']}
-    Company URL: {job_and_company_info['Company URL']}
-    Job Title: {job_and_company_info['job_title']}
-    Role Requirements: {job_and_company_info['Role Requirements']}
-    Clean Job Description: {job_and_company_info['Clean Job Description']}
+    Company Name: {job_info['Company Name']}
+    Company URL: {job_info['Company URL']}
+    Job Title: {job_info['job_title']}
+    Role Requirements: {job_info['Role Requirements']}
+    Clean Job Description: {job_info['Clean Job Description']}
     Company Research:
-        Company Values: {job_and_company_info['Company Research']['Company Values Summary']}
-        Corporate Culture: {job_and_company_info['Company Research']['Corporate Culture Summary']}
-        Leadership Team and Possible Key Opinion Leaders: {job_and_company_info['Company Research']['Leadership Team Summary']}
-        Recent Company News: {job_and_company_info['Company Research']['Recent News Summary']}
-        Company Competitive Advantages: {job_and_company_info['Company Research']['Competitive Advantages Summary']}
-        Company History: {job_and_company_info['Company Research']['Company History Summary']}
-        Company Mission Statement: {job_and_company_info['Company Research']['Mission Statement Summary']}
-        Company Investor Relations Info: {job_and_company_info['Company Research']['Investor Relations Summary']}
-        Summary of Info Gathered From Company Social Media: {job_and_company_info['Company Research']["Social Media Summary"]}
-
-
+        Company Values: {job_info['Company Research']['Company Values Summary']}
+        Corporate Culture: {job_info['Company Research']['Corporate Culture Summary']}
+        Leadership Team and Possible Key Opinion Leaders: {job_info['Company Research']['Leadership Team Summary']}
+        Recent Company News: {job_info['Company Research']['Recent News Summary']}
+        Company Competitive Advantages: {job_info['Company Research']['Competitive Advantages Summary']}
+        Company History: {job_info['Company Research']['Company History Summary']}
+        Company Mission Statement: {job_info['Company Research']['Mission Statement Summary']}
+        Company Investor Relations Info: {job_info['Company Research']['Investor Relations Summary']}
+        Summary of Info Gathered From Company Social Media: {job_info['Company Research']["Social Media Summary"]}
 5. Closing: Express reasonable enthusiasm and request discussion. Don't overdo it and make the enthusiasm not sound feigned or disingenuous.
-
 ## This is the resume for this job to consider in writing this:
-
 {customized_resume}
-
 """,
-        inputs=[job_and_company_info_output, customized_resume],
-        outputs=gr.TextArea(label="Cover Letter Prompt")
+        inputs=[job_info_state, customized_resume],
+        outputs=cover_letter_prompt
     )
 
-    gr.Markdown("Copy the following prompt into a suitable SOTA AI assistant like LLama 4 maveric on poe.com, Deepseek R1-1776 on poe.com, Qwen/Qwen3-235B-A22B on huggingface chat, or chatGPT. Save the result as a Word document, then export it to PDF. You now have a resume and cover letter ready to submit.")
+
+
+
 
 if __name__ == "__main__":
     demo.launch()