pushing text2text in LLM

app.py

@@ -52,6 +52,7 @@ def load_llamaindex_stack(model_id: str, max_new_tokens: int, temperature: float
     llm = HuggingFaceLLM(
         model_name=model_id,
         tokenizer_name=model_id,
+        task="text2text-generation",
         context_window=2048,
         generate_kwargs={"max_new_tokens": max_new_tokens, "temperature": temperature},
         device_map="cpu",

data/Vijay_Resume_PC_27Sep25.txt

@@ -0,0 +1,89 @@
+Vijay S. Chaudhari
+469-514-7071 | vijay1903@gmail.com | www.linkedin.com/in/vijaysc | Dallas, TX
+
+Career Summary
+A seasoned Technical Leader with 20+ years of experience of driving business outcomes by designing, deploying, and scaling enterprise technology solutions. Demonstrated experience in designing and deploying scalable ML and Gen AI solutions, MLOps pipelines and architectural patterns focused on privacy, security, scalability, and ROI. Trusted advisor to executives, with a track record of aligning AI adoption to business strategy and leading cross-functional teams to deliver innovation.
+
+Key Skills
+Functional Skills: Global Delivery | Solution Architecture | Technical Consulting | Problem Solving | Cross-Functional Collaboration 
+Team Leadership: Hiring | Coaching | Mentoring | Talent Management | Influence 
+AI & ML: Architecture | Governance | Agentic AI | OCI Data Science | OCI Gen AI | Fusion AI Agent Studio | RAG | LLMOps | Model Optimization | Model Monitoring and Retraining | Pytorch | Keras | Pandas | Scikit-learn | Seaborn 
+Cloud Computing: Oracle Cloud Infrastructure (OCI) | Oracle Cloud Applications (SaaS) 
+Data Management: Oracle Autonomous Data Warehouse | Oracle Data Integrator | ETL | Exadata | ExaCS | SQL | RDBMS 
+Automation: Python, Terraform, Shell Scripting  
+Industry Verticals: Healthcare | Telecommunications | Retail | Manufacturing
+
+Professional Experience
+Global Delivery Director � Cloud & AI, Oracle America Inc., Dallas, TX	Feb 2022 � Present
+Drive technology transformation through Cloud and AI adoption for a portfolio of strategic enterprise customers with $50 M ARR with focus on business outcomes and ROI. 
+* Developed GTM strategies, tailored solutions, and ROI narratives to grow Customer Success revenue by $5 Mn ARR.
+* Designed and deployment of an AI-driven demand forecasting solution (Terraform, Python, OCI Data Science, etc) improving forecast accuracy by 20%, reducing inventory cost by $6 M.
+* Implemented escalation prediction using Machine Learning models that identified 70% of potential escalations, enabling proactive interventions to reduce escalations by 20%.
+* Leading AI & Gen AI CoE initiatives, building reusable templates and enablement assets for Oracle Fusion SaaS customers driving 40% increase in feature utilization.
+* Built Agentic AI assets (demos, runbooks, prompt engineering assets) and orchestration frameworks to enable enterprise SaaS adoption
+* Architected AI/ML workloads across OCI and hybrid environments, ensuring scalability, resilience, and cost efficiency for enterprise customers.
+* Built and operationalized MLOps pipelines including CI/CD workflows, model governance, drift detection, monitoring, and retraining processes to maintain production model accuracy.
+* Drove performance optimization for custom payroll integration using HCM Extract, custom PL/SQL ETL on ADW, delivering 70% improvement.
+* Led POC and transformation activities for OCI ADW, Functions and Exadata driving optimization and adoption ($1.2 Mn).
+* Managed and modernized Oracle Health EHRMS DB fleet with 500 environments, improving solution availability and reliability.
+* Drove operational efficiencies by optimizing processes, resulting in a 30% reduction in timelines for critical updates.
+
+
+Product Support Sr. Manager, GBU, Oracle America Inc., Florida, US	May 2019 � Mar 2022
+Led and transformed Global Customer Delivery program for highly volatile and dynamic business � driving transformation through pandemic and changing business landscape. 
+* Grew org by 30% while improving productivity by 20% by focusing on delivery excellence.
+* Achieved 15% improvement in resolution times through innovative service automation frameworks, aligning with best-in-class Enterprise support operations. 
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+Technical Program Manager, ACS, Oracle America Inc.	Apr 2017 � May 2019
+Stabilized and Expanded account portfolio ($4M ARR) for strategic telco customers in LAD for acquired signaling, border control and network solutions.
+* Led focused initiatives to stabilize customer environments, reducing critical incidents by 70%, improving MTBF by 200%.
+* Drive strategic campaigns and Go-To-Market activities to pilot and launch new services � growing revenue by 25%. 
+* Championed service engineering and automation initiatives to improving delivery efficiency by +70% highlighting a strong commitment to continuous improvement.
+
+Sr. Manager, ACS, Oracle India Pvt. Ltd.	Feb 2011 � Apr 2017
+Set up a global support skills center to deliver mission-critical support for acquired telco business. Drive delivery for $ 3.2M support revenue.
+* Established a �Center of Excellence� for Siebel CRM, OSS (OSM, ASAP) and Tekelec Signaling solutions, driving competencies and portfolio growth.
+* Scale up service delivery capabilities for a $12M portfolio (200% growth in 5 years), growing team size by 75% and enhancing customer engagement through continuous learning initiatives.
+* Expand delivery into NAMER and APAC markets through internal and external roadmaps and campaigns.
+
+
+Additional Experience
+Solution Architect, Huawei Technologies, Bengaluru					Feb 2010 � Feb 2011
+Lead, IT, MTS India, New Delhi							            	Nov 2008 � Feb 2010
+Senior Software Engineer, Sasken Communication Technologies Ltd., Bengaluru	Jun 2006 � Nov 2008
+IN-VAS Engineer, Reliance Infocomm Ltd, Navi Mumbai				May 2004 � Jun 2006
+
+Education
+Bachelor of Engineering in Information Technology 		U.V. Patel College of Engineering, INDIA
+Machine Learning 		            				Stanford University | Coursera
+Deep Learning Specialization 		            			DeepLearning.AI | Coursera
+
+Awards & Certifications
+Oracle Cloud Database Migration Professional � 2024
+Oracle Cloud Infrastructure Generative AI Professional � 2024
+Oracle Cloud Infrastructure Artificial Intelligence Foundation � 2023
+Oracle Cloud Infrastructure Data Science Professional � 2023
+Oracle Cloud Infrastructure Architect Associate � 2019
+
+Volunteering Work
+Coach (Programming), Heatwave Robotics, a rookie team for FRC (First Robotics Competition) 23-24 season.
+* Mentored a rookie robotics team, focusing on best coding practices and propelling team to state competitions.
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