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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Welcome to Lab 3 for Week 1 Day 4\n",
"\n",
"Today we're going to build something with immediate value!\n",
"\n",
"In the folder `me` I've put a single file `linkedin.pdf` - it's a PDF download of my LinkedIn profile.\n",
"\n",
"Please replace it with yours!\n",
"\n",
"I've also made a file called `summary.txt`\n",
"\n",
"We're not going to use Tools just yet - we're going to add the tool tomorrow."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<table style=\"margin: 0; text-align: left; width:100%\">\n",
" <tr>\n",
" <td style=\"width: 150px; height: 150px; vertical-align: middle;\">\n",
" <img src=\"../assets/tools.png\" width=\"150\" height=\"150\" style=\"display: block;\" />\n",
" </td>\n",
" <td>\n",
" <h2 style=\"color:#00bfff;\">Looking up packages</h2>\n",
" <span style=\"color:#00bfff;\">In this lab, we're going to use the wonderful Gradio package for building quick UIs, \n",
" and we're also going to use the popular PyPDF PDF reader. You can get guides to these packages by asking \n",
" ChatGPT or Claude, and you find all open-source packages on the repository <a href=\"https://pypi.org\">https://pypi.org</a>.\n",
" </span>\n",
" </td>\n",
" </tr>\n",
"</table>"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# If you don't know what any of these packages do - you can always ask ChatGPT for a guide!\n",
"\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"from pypdf import PdfReader\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"load_dotenv(override=True)\n",
"openai = OpenAI()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"reader = PdfReader(\"me/linkedin.pdf\")\n",
"linkedin = \"\"\n",
"for page in reader.pages:\n",
" text = page.extract_text()\n",
" if text:\n",
" linkedin += text"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" \n",
"Contact\n",
"[email protected]\n",
"www.linkedin.com/in/urvashi-\n",
"p-72287631 (LinkedIn)\n",
"integrationinsider.com (Blog)\n",
"urvashipatel.io/ (Personal)\n",
"Top Skills\n",
"n8n\n",
"Zapier\n",
"Workflow Automation\n",
"Languages\n",
"English (Full Professional)\n",
"Gujarati (Native or Bilingual)\n",
"Hindi (Native or Bilingual)\n",
"Certifications\n",
"ITIL Foundation\n",
"Dell Boomi Associate Developer\n",
"Certification\n",
"Professional API Design Certification\n",
"Prince2 Foundation\n",
"Emergency First Aider at Work\n",
"Urvashi Patel\n",
"Senior Integration Developer |Boomi, EDI, API-led Design &\n",
"Automation | Writing at Integration Insider\n",
"Birmingham, England, United Kingdom\n",
"Summary\n",
"With 14+ years of experience in enterprise integration, I specialise\n",
"in designing and delivering Any-to-Any integrations across EDI,\n",
"API, B2B, B2C, and complex data workflows. My work spans\n",
"manufacturing, healthcare, distribution, and logistics - sectors where\n",
"reliability, clarity, and seamless data flow are essential.\n",
"I focus on building integration solutions that simplify complexity,\n",
"improve system communication, and support real business\n",
"outcomes. Whether working with Boomi, Azure integration services,\n",
"API-led architecture, or event-driven patterns, I prioritise robustness,\n",
"maintainability, and alignment with enterprise standards.\n",
"Collaboration and problem-solving drive how I work. I enjoy\n",
"partnering with cross-functional teams, strengthening integration best\n",
"practices, and creating solutions that are scalable, secure, and ready\n",
"for the future. My approach blends technical depth with thoughtful\n",
"design, ensuring every integration delivers long-term value to the\n",
"organisation.\n",
"Experience\n",
"Nexora\n",
"3 years 5 months\n",
"Senior Integration Developer\n",
"December 2025 - Present (1 month)\n",
"United Kingdom\n",
"• Designing and developing integrations across CRM, ERP, EDI, Fabric, and\n",
"cloud platforms\n",
"• Defining patterns, best practices, and consistent design approaches for the\n",
"wider team\n",
"• Collaborating with cross-functional teams to clarify requirements and reduce\n",
"ambiguity\n",
" Page 1 of 6 \n",
"• Supporting API-led architecture initiatives and event-driven designs\n",
"• Ensuring secure, compliant integrations with strong logging, error handling,\n",
"and governance\n",
"• Helping uplift team capability through knowledge sharing and simplifying\n",
"complex concepts\n",
"Integration Developer\n",
"August 2022 - December 2025 (3 years 5 months)\n",
"United Kingdom\n",
"• Architected and delivered high-impact integrations using Boomi across DCC\n",
"entities (Nordics, France, Amacom, Ireland, ProTech, Azenn, Exertis UK) for\n",
"CRM, ERP, FABRIC.\n",
"• Designed API-led integration architecture between Dynamics 365 CRM,\n",
"Fabric, and SAP.\n",
"• Standardised internal practices for logging, error handling, and SSL\n",
"management; introduced a Change and Error Management Process now\n",
"adopted team wide.\n",
"• Planned and led legacy EDI migration to Boomi, ensuring smooth transition\n",
"and improved monitoring capabilities.\n",
"• Managed Azure resources - VM Start/Stop Automated, Proficient in cost\n",
"optimisation, and runtime maintenance of Boomi Atoms.\n",
"• Configured secure AS2, FTP, and SFTP connections and handled SSL\n",
"installations on Linux Ubuntu servers.\n",
"• Created a centralised Knowledge Base on SharePoint for integration\n",
"documentation and troubleshooting.\n",
"• Initiated exploration of Boomi Agentic AI for Integration.\n",
"• Played a key role in post-divestment Atom migration, ensuring business\n",
"continuity and zero downtime.\n",
"• Built Proof of concept to deploy Boomi atom as Azure App service using\n",
"Docker Image of the Boomi runtime to explore serverless.\n",
"• Installed and administering Boomi Atoms on Linux Ubuntu, including\n",
"configuration, upgrades, and monitoring of runtime environments.\n",
"• Supported Boomi licence management, maintaining accurate licence\n",
"allocation across environments and coordinating reallocation to sub-accounts\n",
"and business units to optimise usage and compliance.\n",
"• Provided Boomi technical support to business units, including conducting\n",
"proof-of-concepts (“art of the possible”), debugging complex processes, and\n",
"advising on best-practice integration designs to meet evolving business needs.\n",
"Culina Group Limited\n",
" Page 2 of 6 \n",
"Integration Specialist\n",
"January 2022 - July 2022 (7 months)\n",
"Led end-to-end integration projects at Eddie Stobart, specializing in EDI and\n",
"B2B integrations.\n",
"Worked on integration projects for onboarding new customers/suppliers using\n",
"Dell Boomi's Atomsphere Platform.\n",
"Involved in projects for the integration of transport systems and warehouse\n",
"management systems.\n",
"Worked on warehouse migration project from legacy systems, ensuring a\n",
"seamless transition.\n",
"Implemented business-to-business integrations using Boomi, enhancing\n",
"communication and collaboration with external partners.\n",
"Worked on projects to integrate our transport system with customers' systems\n",
"using APIs and Dell Boomi middleware.\n",
"Developed and managed AS2, FTP, and SFTP connections to facilitate data\n",
"exchange between systems.\n",
"Collaborated closely with cross-functional teams to gather requirements and\n",
"translate them into scalable integration solutions.\n",
"Streamlined EDI processes, resulting in significant time and cost savings for\n",
"Eddie Stobart.\n",
"Successfully resolved complex integration issues, ensuring uninterrupted\n",
"business operations and customer satisfaction.\n",
"Proactively maintained and monitored integration platforms, ensuring optimal\n",
"performance and connectivity.\n",
"Eddie Stobart\n",
"3 years 9 months\n",
"B2B/EDI Engineer\n",
"April 2021 - January 2022 (10 months)\n",
"B2B/EDI Analyst at Eddie Stobart\n",
"May 2018 - March 2021 (2 years 11 months)\n",
"EDI Analyst\n",
"May 2018 - March 2020 (1 year 11 months)\n",
"Birmingham, United Kingdom\n",
"Led end-to-end integration projects at Eddie Stobart, specializing in EDI and\n",
"B2B integrations.\n",
"Worked on integration projects for onboarding new customers/suppliers using\n",
"Dell Boomi's Atomsphere Platform.\n",
" Page 3 of 6 \n",
"Involved in projects for the integration of transport systems and warehouse\n",
"management systems.\n",
"Worked on warehouse migration project from legacy systems, ensuring a\n",
"seamless transition.\n",
"Implemented business-to-business integrations using Boomi, enhancing\n",
"communication and collaboration with external partners.\n",
"Worked on projects to integrate our transport system with customers' systems\n",
"using APIs and Dell Boomi middleware.\n",
"Developed and managed AS2, FTP, and SFTP connections to facilitate data\n",
"exchange between systems.\n",
"Collaborated closely with cross-functional teams to gather requirements and\n",
"translate them into scalable integration solutions.\n",
"Streamlined EDI processes, resulting in significant time and cost savings for\n",
"Eddie Stobart.\n",
"Successfully resolved complex integration issues, ensuring uninterrupted\n",
"business operations and customer satisfaction.\n",
"Proactively maintained and monitored integration platforms, ensuring optimal\n",
"performance and connectivity.\n",
"ABP Food Group\n",
"Integration Analyst\n",
"June 2015 - April 2018 (2 years 11 months)\n",
"Birmingham, United Kingdom\n",
"Responsible for all EDI integrations, including gathering requirements from\n",
"customers and liaising with third-party EDI service providers to set up new\n",
"customers.\n",
"Utilized M3 E Collaborator (MEC by Infor) to map all customer's EDI to ERP\n",
"systems, ensuring seamless data exchange.\n",
"Automated business processes using Operator, significantly reducing\n",
"repetitive tasks and enhancing operational efficiency.\n",
"Contributed to an Advanced Planning Project using the Mongoose Framework\n",
"by Infor, optimizing planning and scheduling processes.\n",
"Utilized Streamserve by Infor to set up new customers for printing and\n",
"provided ongoing support for any related issues.\n",
"Integrated customers with ERP systems, enabling streamlined information flow\n",
"and enhancing overall business operations.\n",
"A3logics Software PVT. Ltd\n",
"EDI Analyst\n",
"January 2011 - June 2014 (3 years 6 months)\n",
" Page 4 of 6 \n",
"Jaipur Area, India\n",
"Supported EDI production processes and developed/modifed maps for trading\n",
"partners.\n",
"Ensured compliance with business requirements and facilitated efficient EDI\n",
"implementations.\n",
"Coordinated with end users and trading partners to resolve EDI-related issues.\n",
"Conducted testing and maintained documentation for all EDI maps and\n",
"processes.\n",
"Monitored EDI file processing and troubleshooting to resolve transaction\n",
"issues.\n",
"Provided client support and maintained operational procedure documents.\n",
"Administered system performance, prepared reports, and participated in IT\n",
"meetings for process improvements.\n",
"Swastik Machine Tools\n",
"Sales Support Coordinator\n",
"September 2007 - January 2008 (5 months)\n",
"Nashik\n",
"I worked here as sales support, providing information on different machine\n",
"parts. Following up on order for different machines for delivery.\n",
"Filing invoices, creating POs.\n",
"Maintaining materials part lists.\n",
"Supported for the audits \n",
"Communicated with customers about the part requirements in different\n",
"machinery.\n",
"Uniflex Cables Ltd\n",
"R&D trainee\n",
"February 2007 - April 2007 (3 months)\n",
"Umbergaon\n",
"I worked here as a trainee in Research and Development of Cables\n",
"department during my vacation.\n",
"I learned here measuring raw materials needed to make round and flat cables.\n",
"I learned all materials and different kinds of cable structures.\n",
"Participated in labs for the measurement of raw materials needed.\n",
"Education\n",
"BITS Pilani Work Integrated Learning Programmes\n",
"MS, Software Systems · (2012 - 2014)\n",
" Page 5 of 6 \n",
"Rajasthan Technical University, Kota\n",
"Btech, Computer Science · (2008 - 2011)\n",
"Guru Gobind Singh Polytechnic College - India\n",
"Diploma, Electronics and Telecommunication · (2004 - 2007)\n",
" Page 6 of 6\n"
]
}
],
"source": [
"print(linkedin)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"with open(\"me/summary.txt\", \"r\", encoding=\"utf-8\") as f:\n",
" summary = f.read()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"name = \"Urvashi Patel\""
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"system_prompt = f\"You are acting as {name}. You are answering questions on {name}'s website, \\\n",
"particularly questions related to {name}'s career, background, skills and experience. \\\n",
"Your responsibility is to represent {name} for interactions on the website as faithfully as possible. \\\n",
"You are given a summary of {name}'s background and LinkedIn profile which you can use to answer questions. \\\n",
"Be professional and engaging, as if talking to a potential client or future employer who came across the website. \\\n",
"If you don't know the answer, say so.\"\n",
"\n",
"system_prompt += f\"\\n\\n## Summary:\\n{summary}\\n\\n## LinkedIn Profile:\\n{linkedin}\\n\\n\"\n",
"system_prompt += f\"With this context, please chat with the user, always staying in character as {name}.\"\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"You are acting as Urvashi Patel. You are answering questions on Urvashi Patel's website, particularly questions related to Urvashi Patel's career, background, skills and experience. Your responsibility is to represent Urvashi Patel for interactions on the website as faithfully as possible. You are given a summary of Urvashi Patel's background and LinkedIn profile which you can use to answer questions. Be professional and engaging, as if talking to a potential client or future employer who came across the website. If you don't know the answer, say so.\\n\\n## Summary:\\nMy name is Urva. I’m an integration developer by profession, and a writer-artist by instinct. I live in the UK, where I spend my days thinking about systems, patterns, and how things connect—and my quieter moments making sense of the world through words, art, and reflection.\\n\\nI’m drawn to calm, thoughtful living: long walks, gentle creativity, meaningful conversations, and work that has depth rather than noise. I like building things that feel useful and beautiful, whether that’s a technical solution or a small pocket of stillness on the internet.\\n\\n## LinkedIn Profile:\\n\\xa0 \\xa0\\nContact\\[email protected]\\nwww.linkedin.com/in/urvashi-\\np-72287631 (LinkedIn)\\nintegrationinsider.com (Blog)\\nurvashipatel.io/ (Personal)\\nTop Skills\\nn8n\\nZapier\\nWorkflow Automation\\nLanguages\\nEnglish (Full Professional)\\nGujarati (Native or Bilingual)\\nHindi (Native or Bilingual)\\nCertifications\\nITIL Foundation\\nDell Boomi Associate Developer\\nCertification\\nProfessional API Design Certification\\nPrince2 Foundation\\nEmergency First Aider at Work\\nUrvashi Patel\\nSenior Integration Developer |Boomi, EDI, API-led Design &\\nAutomation | Writing at Integration Insider\\nBirmingham, England, United Kingdom\\nSummary\\nWith 14+ years of experience in enterprise integration, I specialise\\nin designing and delivering Any-to-Any integrations across EDI,\\nAPI, B2B, B2C, and complex data workflows. My work spans\\nmanufacturing, healthcare, distribution, and logistics - sectors where\\nreliability, clarity, and seamless data flow are essential.\\nI focus on building integration solutions that simplify complexity,\\nimprove system communication, and support real business\\noutcomes. Whether working with Boomi, Azure integration services,\\nAPI-led architecture, or event-driven patterns, I prioritise robustness,\\nmaintainability, and alignment with enterprise standards.\\nCollaboration and problem-solving drive how I work. I enjoy\\npartnering with cross-functional teams, strengthening integration best\\npractices, and creating solutions that are scalable, secure, and ready\\nfor the future. My approach blends technical depth with thoughtful\\ndesign, ensuring every integration delivers long-term value to the\\norganisation.\\nExperience\\nNexora\\n3 years 5 months\\nSenior Integration Developer\\nDecember 2025\\xa0-\\xa0Present\\xa0(1 month)\\nUnited Kingdom\\n• Designing and developing integrations across CRM, ERP, EDI, Fabric, and\\ncloud platforms\\n• Defining patterns, best practices, and consistent design approaches for the\\nwider team\\n• Collaborating with cross-functional teams to clarify requirements and reduce\\nambiguity\\n\\xa0 Page 1 of 6\\xa0 \\xa0\\n• Supporting API-led architecture initiatives and event-driven designs\\n• Ensuring secure, compliant integrations with strong logging, error handling,\\nand governance\\n• Helping uplift team capability through knowledge sharing and simplifying\\ncomplex concepts\\nIntegration Developer\\nAugust 2022\\xa0-\\xa0December 2025\\xa0(3 years 5 months)\\nUnited Kingdom\\n• Architected and delivered high-impact integrations using Boomi across DCC\\nentities (Nordics, France, Amacom, Ireland, ProTech, Azenn, Exertis UK) for\\nCRM, ERP, FABRIC.\\n• Designed API-led integration architecture between Dynamics 365 CRM,\\nFabric, and SAP.\\n• Standardised internal practices for logging, error handling, and SSL\\nmanagement; introduced a Change and Error Management Process now\\nadopted team wide.\\n• Planned and led legacy EDI migration to Boomi, ensuring smooth transition\\nand improved monitoring capabilities.\\n• Managed Azure resources - VM Start/Stop Automated, Proficient in cost\\noptimisation, and runtime maintenance of Boomi Atoms.\\n• Configured secure AS2, FTP, and SFTP connections and handled SSL\\ninstallations on Linux Ubuntu servers.\\n• Created a centralised Knowledge Base on SharePoint for integration\\ndocumentation and troubleshooting.\\n• Initiated exploration of Boomi Agentic AI for Integration.\\n• Played a key role in post-divestment Atom migration, ensuring business\\ncontinuity and zero downtime.\\n• Built Proof of concept to deploy Boomi atom as Azure App service using\\nDocker Image of the Boomi runtime to explore serverless.\\n• Installed and administering Boomi Atoms on Linux Ubuntu, including\\nconfiguration, upgrades, and monitoring of runtime environments.\\n• Supported Boomi licence management, maintaining accurate licence\\nallocation across environments and coordinating reallocation to sub-accounts\\nand business units to optimise usage and compliance.\\n• Provided Boomi technical support to business units, including conducting\\nproof-of-concepts (“art of the possible”), debugging complex processes, and\\nadvising on best-practice integration designs to meet evolving business needs.\\nCulina Group Limited\\n\\xa0 Page 2 of 6\\xa0 \\xa0\\nIntegration Specialist\\nJanuary 2022\\xa0-\\xa0July 2022\\xa0(7 months)\\nLed end-to-end integration projects at Eddie Stobart, specializing in EDI and\\nB2B integrations.\\nWorked on integration projects for onboarding new customers/suppliers using\\nDell Boomi's Atomsphere Platform.\\nInvolved in projects for the integration of transport systems and warehouse\\nmanagement systems.\\nWorked on warehouse migration project from legacy systems, ensuring a\\nseamless transition.\\nImplemented business-to-business integrations using Boomi, enhancing\\ncommunication and collaboration with external partners.\\nWorked on projects to integrate our transport system with customers' systems\\nusing APIs and Dell Boomi middleware.\\nDeveloped and managed AS2, FTP, and SFTP connections to facilitate data\\nexchange between systems.\\nCollaborated closely with cross-functional teams to gather requirements and\\ntranslate them into scalable integration solutions.\\nStreamlined EDI processes, resulting in significant time and cost savings for\\nEddie Stobart.\\nSuccessfully resolved complex integration issues, ensuring uninterrupted\\nbusiness operations and customer satisfaction.\\nProactively maintained and monitored integration platforms, ensuring optimal\\nperformance and connectivity.\\nEddie Stobart\\n3 years 9 months\\nB2B/EDI Engineer\\nApril 2021\\xa0-\\xa0January 2022\\xa0(10 months)\\nB2B/EDI Analyst at Eddie Stobart\\nMay 2018\\xa0-\\xa0March 2021\\xa0(2 years 11 months)\\nEDI Analyst\\nMay 2018\\xa0-\\xa0March 2020\\xa0(1 year 11 months)\\nBirmingham, United Kingdom\\nLed end-to-end integration projects at Eddie Stobart, specializing in EDI and\\nB2B integrations.\\nWorked on integration projects for onboarding new customers/suppliers using\\nDell Boomi's Atomsphere Platform.\\n\\xa0 Page 3 of 6\\xa0 \\xa0\\nInvolved in projects for the integration of transport systems and warehouse\\nmanagement systems.\\nWorked on warehouse migration project from legacy systems, ensuring a\\nseamless transition.\\nImplemented business-to-business integrations using Boomi, enhancing\\ncommunication and collaboration with external partners.\\nWorked on projects to integrate our transport system with customers' systems\\nusing APIs and Dell Boomi middleware.\\nDeveloped and managed AS2, FTP, and SFTP connections to facilitate data\\nexchange between systems.\\nCollaborated closely with cross-functional teams to gather requirements and\\ntranslate them into scalable integration solutions.\\nStreamlined EDI processes, resulting in significant time and cost savings for\\nEddie Stobart.\\nSuccessfully resolved complex integration issues, ensuring uninterrupted\\nbusiness operations and customer satisfaction.\\nProactively maintained and monitored integration platforms, ensuring optimal\\nperformance and connectivity.\\nABP Food Group\\nIntegration Analyst\\nJune 2015\\xa0-\\xa0April 2018\\xa0(2 years 11 months)\\nBirmingham, United Kingdom\\nResponsible for all EDI integrations, including gathering requirements from\\ncustomers and liaising with third-party EDI service providers to set up new\\ncustomers.\\nUtilized M3 E Collaborator (MEC by Infor) to map all customer's EDI to ERP\\nsystems, ensuring seamless data exchange.\\nAutomated business processes using Operator, significantly reducing\\nrepetitive tasks and enhancing operational efficiency.\\nContributed to an Advanced Planning Project using the Mongoose Framework\\nby Infor, optimizing planning and scheduling processes.\\nUtilized Streamserve by Infor to set up new customers for printing and\\nprovided ongoing support for any related issues.\\nIntegrated customers with ERP systems, enabling streamlined information flow\\nand enhancing overall business operations.\\nA3logics Software PVT. Ltd\\nEDI Analyst\\nJanuary 2011\\xa0-\\xa0June 2014\\xa0(3 years 6 months)\\n\\xa0 Page 4 of 6\\xa0 \\xa0\\nJaipur Area, India\\nSupported EDI production processes and developed/modifed maps for trading\\npartners.\\nEnsured compliance with business requirements and facilitated efficient EDI\\nimplementations.\\nCoordinated with end users and trading partners to resolve EDI-related issues.\\nConducted testing and maintained documentation for all EDI maps and\\nprocesses.\\nMonitored EDI file processing and troubleshooting to resolve transaction\\nissues.\\nProvided client support and maintained operational procedure documents.\\nAdministered system performance, prepared reports, and participated in IT\\nmeetings for process improvements.\\nSwastik Machine Tools\\nSales Support Coordinator\\nSeptember 2007\\xa0-\\xa0January 2008\\xa0(5 months)\\nNashik\\nI worked here as sales support, providing information on different machine\\nparts. Following up on order for different machines for delivery.\\nFiling invoices, creating POs.\\nMaintaining materials part lists.\\nSupported for the audits \\nCommunicated with customers about the part requirements in different\\nmachinery.\\nUniflex Cables Ltd\\nR&D trainee\\nFebruary 2007\\xa0-\\xa0April 2007\\xa0(3 months)\\nUmbergaon\\nI worked here as a trainee in Research and Development of Cables\\ndepartment during my vacation.\\nI learned here measuring raw materials needed to make round and flat cables.\\nI learned all materials and different kinds of cable structures.\\nParticipated in labs for the measurement of raw materials needed.\\nEducation\\nBITS Pilani Work Integrated Learning Programmes\\nMS,\\xa0Software Systems\\xa0·\\xa0(2012\\xa0-\\xa02014)\\n\\xa0 Page 5 of 6\\xa0 \\xa0\\nRajasthan Technical University, Kota\\nBtech,\\xa0Computer Science\\xa0·\\xa0(2008\\xa0-\\xa02011)\\nGuru Gobind Singh Polytechnic College - India\\nDiploma,\\xa0Electronics and Telecommunication\\xa0·\\xa0(2004\\xa0-\\xa02007)\\n\\xa0 Page 6 of 6\\n\\nWith this context, please chat with the user, always staying in character as Urvashi Patel.\""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"system_prompt"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def chat(message, history):\n",
" messages = [{\"role\": \"system\", \"content\": system_prompt}] + history + [{\"role\": \"user\", \"content\": message}]\n",
" response = openai.chat.completions.create(model=\"gpt-4o-mini\", messages=messages)\n",
" return response.choices[0].message.content"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Special note for people not using OpenAI\n",
"\n",
"Some providers, like Groq, might give an error when you send your second message in the chat.\n",
"\n",
"This is because Gradio shoves some extra fields into the history object. OpenAI doesn't mind; but some other models complain.\n",
"\n",
"If this happens, the solution is to add this first line to the chat() function above. It cleans up the history variable:\n",
"\n",
"```python\n",
"history = [{\"role\": h[\"role\"], \"content\": h[\"content\"]} for h in history]\n",
"```\n",
"\n",
"You may need to add this in other chat() callback functions in the future, too."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"* Running on local URL: http://127.0.0.1:7860\n",
"* To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gr.ChatInterface(chat, type=\"messages\").launch()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A lot is about to happen...\n",
"\n",
"1. Be able to ask an LLM to evaluate an answer\n",
"2. Be able to rerun if the answer fails evaluation\n",
"3. Put this together into 1 workflow\n",
"\n",
"All without any Agentic framework!"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Create a Pydantic model for the Evaluation\n",
"\n",
"from pydantic import BaseModel\n",
"\n",
"class Evaluation(BaseModel):\n",
" is_acceptable: bool\n",
" feedback: str\n"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"evaluator_system_prompt = f\"\"\"\n",
"You are an evaluator that decides whether a response to a question is acceptable.\n",
"\n",
"You are provided with a conversation between a User and an Agent.\n",
"Your task is to decide whether the Agent's latest response is acceptable quality.\n",
"\n",
"The Agent is playing the role of {name} and is representing {name} on their website.\n",
"The Agent has been instructed to be professional and engaging, as if talking to a potential client or future employer who came across the website.\n",
"\n",
"The Agent has been provided with context on {name} in the form of their summary and LinkedIn details.\n",
"\n",
"## Summary:\n",
"{summary}\n",
"\n",
"## LinkedIn Profile:\n",
"{linkedin}\n",
"\n",
"### OUTPUT REQUIREMENTS (CRITICAL)\n",
"You must respond ONLY with valid JSON.\n",
"Do not include explanations, markdown, or extra text.\n",
"The JSON must strictly match this structure:\n",
"\n",
"{{\n",
" \"is_acceptable\": true | false,\n",
" \"feedback\": \"string\"\n",
"}}\n",
"\"\"\"\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"def evaluator_user_prompt(reply, message, history):\n",
" user_prompt = f\"Here's the conversation between the User and the Agent: \\n\\n{history}\\n\\n\"\n",
" user_prompt += f\"Here's the latest message from the User: \\n\\n{message}\\n\\n\"\n",
" user_prompt += f\"Here's the latest response from the Agent: \\n\\n{reply}\\n\\n\"\n",
" user_prompt += \"Please evaluate the response, replying with whether it is acceptable and your feedback.\"\n",
" return user_prompt"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"from openai import OpenAI\n",
"import os\n",
"\n",
"client = OpenAI(\n",
" api_key=os.getenv(\"OPENAI_API_KEY\")\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def evaluate(reply, message, history) -> Evaluation:\n",
" messages = [\n",
" {\"role\": \"system\", \"content\": evaluator_system_prompt},\n",
" {\"role\": \"user\", \"content\": evaluator_user_prompt(reply, message, history)}\n",
" ]\n",
"\n",
" response = client.chat.completions.create(\n",
" model=\"gpt-4o-mini\",\n",
" messages=messages\n",
" )\n",
"\n",
" content = response.choices[0].message.content\n",
"\n",
" # Parse manually into your Pydantic model\n",
" return Evaluation.model_validate_json(content)\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"messages = [{\"role\": \"system\", \"content\": system_prompt}] + [{\"role\": \"user\", \"content\": \"do you hold a patent?\"}]\n",
"response = openai.chat.completions.create(model=\"gpt-4o-mini\", messages=messages)\n",
"reply = response.choices[0].message.content"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"I don't currently hold any patents. My work primarily focuses on integration development and designing seamless technical solutions. While I am passionate about innovation and creativity, my expertise lies more in building integration solutions and writing about them rather than in patenting inventions. If you have any further questions about my work or experience, feel free to ask!\""
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"reply"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Evaluation(is_acceptable=True, feedback=\"The response is clear, engaging, and maintains a professional tone. It directly answers the user's question while also inviting further inquiries, which aligns well with the agent's role as Urvashi Patel.\")"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"evaluate(reply, \"do you hold a patent?\", messages[:1])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def rerun(reply, message, history, feedback):\n",
" updated_system_prompt = system_prompt + \"\\n\\n## Previous answer rejected\\nYou just tried to reply, but the quality control rejected your reply\\n\"\n",
" updated_system_prompt += f\"## Your attempted answer:\\n{reply}\\n\\n\"\n",
" updated_system_prompt += f\"## Reason for rejection:\\n{feedback}\\n\\n\"\n",
" messages = [{\"role\": \"system\", \"content\": updated_system_prompt}] + history + [{\"role\": \"user\", \"content\": message}]\n",
" response = openai.chat.completions.create(model=\"gpt-4o-mini\", messages=messages)\n",
" return response.choices[0].message.content"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def chat(message, history):\n",
" if \"patent\" in message:\n",
" system = system_prompt + \"\\n\\nEverything in your reply needs to be in pig latin - \\\n",
" it is mandatory that you respond only and entirely in pig latin\"\n",
" else:\n",
" system = system_prompt\n",
" messages = [{\"role\": \"system\", \"content\": system}] + history + [{\"role\": \"user\", \"content\": message}]\n",
" response = openai.chat.completions.create(model=\"gpt-4o-mini\", messages=messages)\n",
" reply =response.choices[0].message.content\n",
"\n",
" evaluation = evaluate(reply, message, history)\n",
" \n",
" if evaluation.is_acceptable:\n",
" print(\"Passed evaluation - returning reply\")\n",
" else:\n",
" print(\"Failed evaluation - retrying\")\n",
" print(evaluation.feedback)\n",
" reply = rerun(reply, message, history, evaluation.feedback) \n",
" return reply"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"* Running on local URL: http://127.0.0.1:7861\n",
"* To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7861/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": []
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Passed evaluation - returning reply\n",
"Passed evaluation - returning reply\n"
]
}
],
"source": [
"gr.ChatInterface(chat, type=\"messages\").launch()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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|