# Jacob Brooks > Senior Engineer | Python, OpenAI, LLMs, APIs, AWS, RPA, ETL Expertise Location: New York, New York, United States Profile: https://flows.cv/jacobbrooks Empowering Efficiency Through Python: Your Go-To Backend Automation Specialist. From diverse automation challenges to streamlined solutions, my track record speaks for itself. Exploring modern AI tech like OpenAI's API and LangChain enhances my problem-solving toolkit, enabling intelligent and forward-looking solutions. From web scraping to API integration and ETL pipelines, my expertise covers a broad spectrum. I've led RPA projects and developed Python chatbots, seamlessly interfacing with external systems. Well-versed in vital AWS tools like RDS, EC2, Lambda, CloudWatch, and Athena for scalable backend solutions. Extensive experience applying libraries such as pandas, Selenium, SQLAlchemy, Flask, Jinja2, FastAPI, PIL/Pillow, pyzmqm BeautifulSoup, Requests and of course experience applying the fundamentals such as Git, OOP, threading, and multi-processing. ## Work Experience ### Senior Software Engineer, Python @ LexisNexis Risk Solutions Jan 2024 – Present In my current role as Lead Engineer, I'm at the forefront of developing a groundbreaking solution that leverages large language models (LLMs) to automate the extraction and structuring of data from the web, facilitating real-time, intelligent search capabilities for our organization. My contributions and responsibilities in this role include: - Use Case Development: Directed the design and execution of a sophisticated system that integrates LLMs with search engine technologies to identify, crawl, and extract relevant information from online sources, significantly enhancing our data analysis and decision-making capabilities. - Advanced Data Processing: Innovated techniques using LLM embeddings for accurate identification of relevant data within web pages, and implemented JSON/Python dictionary structures for efficient entity extraction and data structuring, ensuring high-quality, actionable insights. - Leadership and Mentorship: Led a remote engineering team, fostering skill development and ensuring high standards of work through comprehensive code reviews and strategic guidance on best practices and project implementation. - Proof of Concept and Innovation: Actively engaged in developing and testing proof of concepts to validate the technology's effectiveness, continuously seeking improvements and advancements in our approach to data extraction and analysis. - Technology Implementation: Employed a robust tech stack, including FastAPI for creating a versatile API, and Mangum for deployment on AWS Lambda, ensuring scalable, reliable, and efficient service delivery within the larger organizational framework. This position requires a deep understanding of LLM capabilities, strong project leadership, and the ability to drive technological innovation, setting a new precedent for leveraging AI in enhancing organizational data intelligence. ### Software Engineer @ Thoughtful Automation Jan 2023 – Jan 2023 Promoted to a Lead Automation Engineer, I played a pivotal role in guiding a team, fostering mentorship, and shaping our development ecosystem, yielding significant business advantages: - Team Growth and Expertise: Led, mentored, and participated in candidate interviews to foster team growth and expertise in Python, fastAPI, API integrations, and more. - Expedited Development: Accelerated product delivery by streamlining developer onboarding and project initiation through the use of Python, fastAPI, API integrations, and other advanced technologies. - Quality Assurance Leadership: Ensured code quality and system reliability by establishing and enforcing best practices for automation development. ### Automation Engineer @ Thoughtful Automation Jan 2021 – Jan 2023 As an Automation Engineer at Thoughtful.AI, I specialized in crafting impactful automation solutions utilizing Selenium, pywinauto, threading, and APIs, driving business benefits: - Streamlined Operations: Employed Selenium, pywinauto, threading, and APIs to enhance operational efficiency, reducing manual effort. - Accelerated Delivery: Improved project lead times and delivery speed by implementing efficient tools, workflows, and documentation standards. - Cross-functional Synergy: Collaborated seamlessly with cross-functional teams, integrating automation into various projects to ensure process cohesion. ### Python Developer @ misc. Jan 2019 – Jan 2021 As a dedicated Freelance Python Developer, I partnered with clients to fulfill their data sourcing needs. My focus was on scraping websites, transforming data, and delivering tailored solutions that met client expectations. Here's a glimpse of my contributions: - Strategic Data Scraping: Collaborated closely with clients to grasp their data requirements. Utilizing Python, I expertly scraped websites, extracting accurate and precise data. - Data Cleaning and Structuring: Went beyond scraping by skillfully cleaning and structuring extracted data. This meticulous process ensured accessibility and actionability. - Tailored Deliverables: Exhibited flexibility in crafting deliverables to align with client preferences. From basic CSV/excel files to intricate ETL pipelines, I delivered according to their needs. - Robust ETL Solutions: Developed robust ETL pipelines for projects requiring advanced processing and integration. These solutions facilitated seamless data flow and storage, empowering effective data management. - Client-Centric Collaboration: Committed to understanding client needs, I cultivated strong working relationships. Through consistent communication and collaboration, I ensured end results matched their vision. ### Python Developer @ BNP Paribas Jan 2018 – Jan 2019 | Greater New York City Area As a dedicated Python Developer at BNP, my role was pivotal in optimizing workflows through automated chatbot development. - Versatile Chatbot Framework: Led the creation of a scalable chatbot framework for Symphony chat platform. This framework streamlined bot development, offering multi-threading, multi-processing, message routing, stateful capabilities, and advanced Natural Language Processing (NLP) with conversation modeling. - Mission-Critical Bots: As the sole developer, I crafted solutions for critical bots. Utilizing REST and SOAP APIs, web scraping, threading, and SQL integration via SQLAlchemy, these bots elevated efficiency and accuracy in diverse workflows. - Team Leadership and Mentoring: Assumed team lead role for a bot project, guiding and mentoring students throughout development. Seamlessly transitioned to lead developer after their departure, ensuring project continuity and success. - Innovative Problem Solving: Thrived in solving complex chatbot challenges by embracing new technologies and methodologies. Constant exploration led to innovation, expanding the capabilities of our solutions. ### Software Development Trainee @ FDM Group Jan 2018 – Jan 2018 | New York City During my tenure as a Software Development Trainee with FDM, I dedicated myself to enhancing skills relevant to software development, with a particular emphasis on applications within the finance sector. - Independent Python Proficiency: Beyond the training curriculum, I diligently acquired a strong command of Python, significantly expanding my programming skills. - Comprehensive Skill Development: Engaged in a diverse training program covering SQL, Linux, HTML/CSS, and Java. The Java training emphasized crucial object-oriented programming principles, fostering the creation of scalable and maintainable software solutions. - Effective Collaborator: Thrived in team environments, demonstrating adept communication and cooperation. During group projects, I effectively contributed ideas and worked harmoniously with colleagues to achieve shared goals. ### Logistics Associate @ Prose Jan 2018 – Jan 2018 | NYC In the role of a Logistics Associate, I orchestrated flawless logistics operations for materials delivery to manufacturing, ensuring optimal inventory management and overcoming international supply chain complexities through strategic forecasting and transparent inter-team communication. - Precise Inventory Oversight: Managed inventory with precision, optimizing availability while minimizing excess, and enhancing the overall operational efficiency. - Seamless Logistics Coordination: Streamlined the coordination of logistics processes, ensuring timely and hassle-free material deliveries to support manufacturing operations. - Strategic Supply Forecasting: Utilized forecast modeling to navigate international supply chain challenges. This proactive approach ensured optimal supply levels and reduced disruptions. - Cross-Team Communication: Exhibited effective communication skills in coordinating with various teams, maintaining a transparent and efficient supply pipeline throughout the organization. ### Research Assistant @ Figueroa Experimental Research Group Jan 2017 – Jan 2017 | Stony Brook, NY In the role of a Research Assistant, I worked closely with graduate researchers to conceptualize and build quantum memories. Leveraging 3D modeling and printing, I provided essential lab infrastructure, crafting optical table enclosures and experimental setups. I also maintained detailed project documentation and material inventories. - Optical Equipment Assembly: Played a central role in assembling and overseeing optical equipment, ensuring accurate setup and functionality. - Innovative 3D Engineering: Developed and implemented 3D engineering solutions, employing modeling and printing techniques to tailor lab equipment for specific experimental needs. - Technical Report Creation: Generated comprehensive technical reports that summarized project progress, findings, and outcomes, aiding in informed decision-making. - Collaboration Facilitation: Actively supported collaborative research endeavors, fostering open communication and knowledge exchange within the research team. ## Education ### Bachelor of Science - BS in Physics Stony Brook University Jan 2013 – Jan 2017 ### Bachelor of Science - BS in Applied Mathematics Stony Brook University Jan 2013 – Jan 2017 ### Minor in Mechanical Engineering Stony Brook University Jan 2013 – Jan 2017 ## Contact & Social - LinkedIn: https://linkedin.com/in/jacobwbrooks --- Source: https://flows.cv/jacobbrooks JSON Resume: https://flows.cv/jacobbrooks/resume.json Last updated: 2026-03-23