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Using AI to help process documents in Insurance with Phil Basford
2025-11-12 · 18:15
Phil Basford
– Senior Director
@ Cognizant UK&I Consulting
The insurance industry has billions of historical documents; with hundreds of thousands more being generated every day. The documents, in varying formats are used both internally and with other insurers to agree terms, assess risk and create accurate quotes. Historically each document can take a few hours or even days to manually process and needs to be loaded into each company’s systems. AI is helping several companies to reduce this processing time to minutes by automating the process using Intelligent Document Processing (IDP), saving time, increasing the accuracy, and readying the data for further analysis - giving valuable insights back to the business. IDP uses the latest AI services; Amazon’s Bedrock, Textract to extract text, Amazon Comprehend to classify and detect entries in the documents and custom models with labelled grown truth in SageMaker. This architecture will look at these services alongside the pre-processing, processing, and post processing challenges and showcase how to jointly leverage these services for the best success. Using IDP, one customer achieved an accuracy of 90%+ and a more than 500x reduction in processing time across over £500 million worth of business |
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How to Put Amazon Q or Any Agentic Coding on Steroids with MCPs with Ashraful Alam
2025-11-12 · 18:00
Ashraful Alam
– AWS Cloud Technical Lead
@ Legal and General
Amazon Q is powerful out of the box, but in the terminal it becomes a superpower. In this talk, I share how I turned Amazon Q CLI into a fully-fledged, verification‑first AI platform using the Model Context Protocol (MCP) all without adding $0 extra cost. I’ll walk through how I built 49 MCP servers to remove hallucinations, browser automation with Playwright, and live AWS verification that eliminates hallucinations in practice. You’ll see Financial Services Institution grade guardrails (production protection, cost controls, and full audit trails) that makes Q feel native to a builder’s workflow, secure and reliable. You’ll leave with a blueprint to extend Amazon Q/ any agentic coding beyond chat into a trusted, terminal‑first, agentic platform you own and can evolve infinitely. |
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PyLadies Paris Python Talks #19
2025-03-25 · 17:30
Dear PyLadies 💚🐍 Our next on-site event is coming on the 25th of March featuring 𓆙 Anna Astori from Cigna Group and Julia Wabant **.** and continuing with ⚡ lightning talks where you can take 3 mins to talk about anything Python or tech related (more below) 🌟Agenda (preliminary) 18h30 - 18h45 Come and take your seat 18h45 - 19h00 Welcome by PyLadies Paris and Octo Technology 19h00 - 19h30 Building an LLM-backed chatbot with Chainlit by Anna Astori 19h30 - 20h00 Rustyfing Python: A Synergistic Approach to High Performance by Julia Wabant 20h00 - 20h20 Lightning talks 20h20 - 22h00 Snacks and Networking 🌟 Anna Astori from Cigna Group Talk Title: Building an LLM-backed chatbot with Chainlit Abstract: If you’re interested in Generative AI, building a chatbot application sounds exciting, right? But creating the web UI can quickly become overwhelming, especially if you don't have much experience. That’s where Chainlit comes to the rescue! In this talk, you’ll see how you can quickly build pretty sophisticated interactive chatbots and integrate generative AI models using Chainlit. We’ll also cover features such as testing and debugging, streaming responses, and more advanced backend settings. About Anna: Anna Astori is a Software Engineer. She is also a co-organizer of PyLadies Boston, Women Techmakers Ambassador, and formerly the Director for Women Who Code Boston. 🌟Julia Wabant Talk Title: Rustyfing Python: A Synergistic Approach to High Performance Abstract: This talk explores the synergistic combination of Python and Rust for high-performance software development. While Python's dynamic typing and interpreted nature excel in rapid prototyping and development, its performance limitations become apparent in complex applications. Rust, with its static typing and compilation to native code, provides a powerful solution for optimizing computationally demanding tasks. By leveraging Rust's native performance within Python projects, we achieve a compelling balance: the flexibility and ease of development offered by Python coupled with the raw speed and efficiency of Rust. This talk showcases practical examples of integrating Rust into Python projects, demonstrating how to build a single package, and ultimately achieve streamlined development, deployment, and execution. About Julia : Julia Wabant is a seasoned developer with 7 years of experience building and deploying Machine Learning solutions across various industries. She has a deep understanding of the entire ML lifecycle, from data preparation to model training, deployment and monitoring. Beyond industry experience, Julia is also a passionate educator, having spent significant time in the last 4 years teaching programming, mathematics, data science and machine learning to students, developers, and executives. As a Google Cloud and AWS certified Machine Learning specialist, Julia is well-versed into both cloud platforms and their role in powering modern ML applications. Get ready for lightning talks: Many of you told us that you would like to give a talk, but your project is not mature enough. You no longer have to worry about it. Come and practice your public speaking during the 3 minutes time-slot. Some ideas on what you can talk about:
You can decide anytime before the start of lightning talks or you may want to prepare up to one slide (in pdf format) which you can send us the latest on the 11th of March to [email protected] Octo Technology will be our host and sponsor of the food and the drinks during the networking session after the talks: thank you 💚 and special thanks to Loic from Octo n for all the support. Important info 1:❗For safety reasons, the venue's staff will check everyone's identity on site. 📝Please remember to bring an ID with you and register for the event with your real name and family name. Thank you!2: Please be on time. We can’t guarantee a seat once the meetup has started# 🔍 FAQ Q. I'm not female, is it ok for me to attend? A. Yes, PyLadies Paris events are open to everyone at all levels. |
PyLadies Paris Python Talks #19
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Generative AI for Financial Services
2025-03-25 · 13:00
Join leading AWS partners Anyscale, Neo4j, and H2O as they provide both technical and business enablement on real-world Generative AI. There are 3 technical sessions and a business roundtable followed by networking and cocktails at the end of the day. Register here: https://lu.ma/qzvt3do8 Agenda 9 to 11AM: Neo4j Graph and Hybrid RAG in practice 11 to 1PM: Anyscale GenAI technical enablement 2 to 4PM: H2O technical enablement 4 to 5PM: CTO business roundtable 5 to 6PM: Networking Space is limited. 1st registered and qualified AWS customers have seating priority. For overflow the session will be broadcast in real-time including virtual Q&A. |
Generative AI for Financial Services
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