📣 AI plays a crucial role in the UiPath Business Automation Platform. In this session you will learn about how the UiPath Business Automation Platform is well-suited for AI, the use of LLM and integrations you can use. Topics include the following:
Introductions.
AI powered automations overview.
Discover why the UiPath Business Automation Platform is well-suited for AI.
LLM + Automation framework and integrations with LangChain.
Generative AI Automation Patterns Demonstration.
👨🏽🤝👨🏻 Speakers:
Dhruv Patel, Senior Sales Solution Architect @UiPath
Russel Alfeche, Technology Leader, RPA @qBotica and UiPath MVP
AI and ML Series - Introduction to Generative AI and LLMs - Session 1DianaGray10
Session 1
👉This first session will cover an introduction to Generative AI & harnessing the power of large language models. The following topics will be discussed:
Introduction to Generative AI & harnessing the power of large language models.
What’s generative AI & what’s LLM.
How are we using it in our document understanding & communication mining models?
How to develop a trustworthy and unbiased AI model using LLM & GenAI.
Personal Intelligent Assistant
Speakers:
📌George Roth - AI Evangelist at UiPath
📌Sharon Palawandram - Senior Machine Learning Consultant @ Ashling Partners & UiPath MVP
📌Russel Alfeche - Technology Leader RPA @qBotica & UiPath MVP
In this session, you'll get all the answers about how ChatGPT and other GPT-X models can be applied to your current or future project. First, we'll put in order all the terms – OpenAI, GPT-3, ChatGPT, Codex, Dall-E, etc., and explain why Microsoft and Azure are often mentioned in this context. Then, we'll go through the main capabilities of the Azure OpenAI and respective usecases that might inspire you to either optimize your product or build a completely new one.
This talk overviews my background as a female data scientist, introduces many types of generative AI, discusses potential use cases, highlights the need for representation in generative AI, and showcases a few tools that currently exist.
Unlocking the Power of Generative AI An Executive's Guide.pdfPremNaraindas1
Generative AI is here, and it can revolutionize your business. With its powerful capabilities, this technology can help companies create more efficient processes, unlock new insights from data, and drive innovation. But how do you make the most of these opportunities?
This guide will provide you with the information and resources needed to understand the ins and outs of Generative AI, so you can make informed decisions and capitalize on the potential. It covers important topics such as strategies for leveraging large language models, optimizing MLOps processes, and best practices for building with Generative AI.
Exploring Opportunities in the Generative AI Value Chain.pdfDung Hoang
The article "Exploring Opportunities in the Generative AI Value Chain" by McKinsey & Company's QuantumBlack provides insights into the value created by generative artificial intelligence (AI) and its potential applications.
AI and ML Series - Introduction to Generative AI and LLMs - Session 1DianaGray10
Session 1
👉This first session will cover an introduction to Generative AI & harnessing the power of large language models. The following topics will be discussed:
Introduction to Generative AI & harnessing the power of large language models.
What’s generative AI & what’s LLM.
How are we using it in our document understanding & communication mining models?
How to develop a trustworthy and unbiased AI model using LLM & GenAI.
Personal Intelligent Assistant
Speakers:
📌George Roth - AI Evangelist at UiPath
📌Sharon Palawandram - Senior Machine Learning Consultant @ Ashling Partners & UiPath MVP
📌Russel Alfeche - Technology Leader RPA @qBotica & UiPath MVP
In this session, you'll get all the answers about how ChatGPT and other GPT-X models can be applied to your current or future project. First, we'll put in order all the terms – OpenAI, GPT-3, ChatGPT, Codex, Dall-E, etc., and explain why Microsoft and Azure are often mentioned in this context. Then, we'll go through the main capabilities of the Azure OpenAI and respective usecases that might inspire you to either optimize your product or build a completely new one.
This talk overviews my background as a female data scientist, introduces many types of generative AI, discusses potential use cases, highlights the need for representation in generative AI, and showcases a few tools that currently exist.
Unlocking the Power of Generative AI An Executive's Guide.pdfPremNaraindas1
Generative AI is here, and it can revolutionize your business. With its powerful capabilities, this technology can help companies create more efficient processes, unlock new insights from data, and drive innovation. But how do you make the most of these opportunities?
This guide will provide you with the information and resources needed to understand the ins and outs of Generative AI, so you can make informed decisions and capitalize on the potential. It covers important topics such as strategies for leveraging large language models, optimizing MLOps processes, and best practices for building with Generative AI.
Exploring Opportunities in the Generative AI Value Chain.pdfDung Hoang
The article "Exploring Opportunities in the Generative AI Value Chain" by McKinsey & Company's QuantumBlack provides insights into the value created by generative artificial intelligence (AI) and its potential applications.
Leveraging Generative AI & Best practicesDianaGray10
In this event we will cover:
- What is Generative AI and how it is being for future of work.
- Best practices for developing and deploying generative AI based models in productions.
- Future of Generative AI, how generative AI is expected to evolve in the coming years.
* "Responsible AI Leadership: A Global Summit on Generative AI"
*April 2023 guide for experts and policymakers
* Developing and governing generative AI systems
* + 100 thought leaders and practitioners participated
* Recommendations for responsible development, open innovation & social progress
* 30 action-oriented recommendations aim
* Navigate AI complexities
Conversational AI and Chatbot IntegrationsCristina Vidu
Conversational AI and Chatbots (or rather - and more extensively - Virtual Agents) offer great benefits, especially in combination with technologies like RPA or IDP. Corneliu Niculite (Presales Director - EMEA @DRUID AI) and Roman Tobler (CEO @Routinuum & UiPath MVP) are discussing Conversational AI and why Virtual Agents play a significant role in modern ways of working. Moreover, Corneliu will be displaying how to build a Workflow and showcase an Accounts Payable Use Case, integrating DRUID and UiPath Robots.
📙 Agenda:
The focus of our meetup is around the following areas - with a lot of room to discuss and share experiences:
- What is "Conversational AI" and why do we need Chatbots (Virtual Agents);
- Deep-Dive to a DRUID-UiPath Integration via an Accounts Payable Use Case;
- Discussion, Q&A
Speakers:
👨🏻💻 Corneliu Niculite, Presales Director - EMEA DRUID AI
👨🏼💻 Roman Tobler, UiPath MVP, Co-Founder & CEO Routinuum GmbH
This session streamed live on March 8, 2023, 16:00 PM CET.
Check out our upcoming events at: community.uipath.com
Contact us at: community@uipath.com
🔹How will AI-based content-generating tools change your mission and products?
🔹This complimentary webinar [ON-DEMAND] explores multiple use cases that drive adoption in their early adopter customer base to provide product leaders with insights into the future of generative AI-powered businesses, and the potential generative AI holds for driving innovation and improving business processes.
Azure OpenAI Service provides REST API access to OpenAI's powerful language models, including the GPT-3, GPT-4, DALL-E, Codex, and Embeddings model series. These models can be easily adapted to any specific task, including but not limited to content generation, summarization, semantic search, translation, transformation, and code generation. Microsoft offers the accessibility of the service through REST APIs, Python or C# SDK, or the Azure OpenAI Studio.
Presenting the landscape of AI/ML in 2023 by introducing a quick summary of the last 10 years of its progress, current situation, and looking at things happening behind the scene.
Generative AI models, such as ChatGPT and Stable Diffusion, can create new and original content like text, images, video, audio, or other data from simple prompts, as well as handle complex dialogs and reason about problems with or without images. These models are disrupting traditional technologies, from search and content creation to automation and problem solving, and are fundamentally shaping the future user interface to computing devices. Generative AI can apply broadly across industries, providing significant enhancements for utility, productivity, and entertainment. As generative AI adoption grows at record-setting speeds and computing demands increase, on-device and hybrid processing are more important than ever. Just like traditional computing evolved from mainframes to today’s mix of cloud and edge devices, AI processing will be distributed between them for AI to scale and reach its full potential.
In this presentation you’ll learn about:
- Why on-device AI is key
- Full-stack AI optimizations to make on-device AI possible and efficient
- Advanced techniques like quantization, distillation, and speculative decoding
- How generative AI models can be run on device and examples of some running now
- Qualcomm Technologies’ role in scaling on-device generative AI
A non-technical overview of Large Language Models, exploring their potential, limitations, and customization for specific challenges. While this deck is tailored for an audience from the financial industry in mind, its content remains broadly applicable.
(This updated version builds on our previous deck: slideshare.net/LoicMerckel/intro-to-llms.)
Let's talk about GPT: A crash course in Generative AI for researchersSteven Van Vaerenbergh
This talk delves into the extraordinary capabilities of the emerging technology of generative AI, outlining its recent history and emphasizing its growing influence on scientific endeavors. Through a series of practical examples tailored for researchers, we will explore the transformative influence of these powerful tools on scientific tasks such as writing, coding, data wrangling and literature review.
Generative AI: Redefining Creativity and Transforming Corporate LandscapeOsaka University
The advent of Generative AI is redefining the boundaries of creativity and markedly transforming the corporate landscape. One of the pioneering technologies in this domain is the Reinforcement Learning from Human Feedback (RLHF). Combined with advancements in LLM (Language Model) has emerged as a notable player. LLM offers two primary interpretations: firstly, as a machine capable of generating highly plausible texts in response to specific directives, and secondly, as a multi-lingual knowledge repository that responds to diverse inquiries.
The ramifications of these technologies are widespread, with profound impacts on various industries. They are catalyzing digital transformation within enterprises, driving significant advancements in research and development, especially within the realms of drug discovery and healthcare. In countries like Japan, Generative AI is heralded for its potential to bolster creativity. The value generated by such AI-driven innovations is estimated to be several trillion dollars annually. Intriguingly, about 75% of this value, steered by creative AI applications, is predominantly concentrated within customer operations, marketing and sales, software engineering, and R&D. These applications are pivotal in enhancing customer interactions, generating innovative content for marketing campaigns, and even crafting computer code from natural language prompts. The ripple effect of these innovations is palpable in sectors like banking, high-tech, and life sciences.
However, as with every innovation, there are certain setbacks. For instance, the traditional business model of individualized instruction, as seen in the context of professors teaching basic actions, is on the brink of obsolescence.
Looking ahead, the next five years pose pertinent questions about humanity's role amidst this technological evolution. A salient skillset will encompass the adept utilization of generative AI, paired with the discernment to accept or critique AI-generated outputs. Education, as we know it, will be reimagined. The evaluative focus will transition from verifying a student's independent work to gauging their ability to produce content surpassing their AI tools. Generative AI's disruptive nature will compel us to re-evaluate human value, reshaping the paradigms of corporate management and educational methodologies
How Azure helps to build better business processes and customer experiences w...Maxim Salnikov
Artificial Intelligence is not the future, it is NOW. Cloud technology empowers developers and technology leaders to benefit from AI effectively and responsibly with the models and tools they need. In this session, we go through the portfolio of Azure AI services and run some demos to showcase how AI can improve daily life, safety, productivity, accessibility, and business outcomes.
HyperHack 2023 Global Presentation - AMER Enablement_070623.pdfDianaGray10
📣 Join us for Are You AI-Powered Project Informed? HyperHack 2023 Enablement Session 2 with experts from UiPath and UiPath MVPs to talk to you about the upcoming HyperHack and information to inform you on UiPath AI-Powered Solutions.
👉 Agenda
In this session, you'll get a detailed insight into:
• Introduction to HyperHack 2023
• What is a hackathon and how to participate?
• Overview of rules and categories
• Demos of AI-Powered Automation Solutions
• Judging criteria and prizes
• Submission guidelines and deadlines
• Tips on identifying your use case
• Tips on how to present and demonstrate your idea or project.
What's Next? Ongoing help and support from MVPs, and UiPath Forum.
Speakers:
Joe Edwards, Senior Product Marketing Manager @UiPath
KJ Fenton, Technical Enablement Manager @UiPath
Dhruv Patel, Senior Sales Engineer @ UiPath
Ashritha Kallu, RPA Developer @UiPath
Melody He, Solution Architect @UiPath
Tracy Dixon, Operational Excellence and UiPath Partner Lead, along with 4x UiPath MVP
Leveraging Generative AI & Best practicesDianaGray10
In this event we will cover:
- What is Generative AI and how it is being for future of work.
- Best practices for developing and deploying generative AI based models in productions.
- Future of Generative AI, how generative AI is expected to evolve in the coming years.
* "Responsible AI Leadership: A Global Summit on Generative AI"
*April 2023 guide for experts and policymakers
* Developing and governing generative AI systems
* + 100 thought leaders and practitioners participated
* Recommendations for responsible development, open innovation & social progress
* 30 action-oriented recommendations aim
* Navigate AI complexities
Conversational AI and Chatbot IntegrationsCristina Vidu
Conversational AI and Chatbots (or rather - and more extensively - Virtual Agents) offer great benefits, especially in combination with technologies like RPA or IDP. Corneliu Niculite (Presales Director - EMEA @DRUID AI) and Roman Tobler (CEO @Routinuum & UiPath MVP) are discussing Conversational AI and why Virtual Agents play a significant role in modern ways of working. Moreover, Corneliu will be displaying how to build a Workflow and showcase an Accounts Payable Use Case, integrating DRUID and UiPath Robots.
📙 Agenda:
The focus of our meetup is around the following areas - with a lot of room to discuss and share experiences:
- What is "Conversational AI" and why do we need Chatbots (Virtual Agents);
- Deep-Dive to a DRUID-UiPath Integration via an Accounts Payable Use Case;
- Discussion, Q&A
Speakers:
👨🏻💻 Corneliu Niculite, Presales Director - EMEA DRUID AI
👨🏼💻 Roman Tobler, UiPath MVP, Co-Founder & CEO Routinuum GmbH
This session streamed live on March 8, 2023, 16:00 PM CET.
Check out our upcoming events at: community.uipath.com
Contact us at: community@uipath.com
🔹How will AI-based content-generating tools change your mission and products?
🔹This complimentary webinar [ON-DEMAND] explores multiple use cases that drive adoption in their early adopter customer base to provide product leaders with insights into the future of generative AI-powered businesses, and the potential generative AI holds for driving innovation and improving business processes.
Azure OpenAI Service provides REST API access to OpenAI's powerful language models, including the GPT-3, GPT-4, DALL-E, Codex, and Embeddings model series. These models can be easily adapted to any specific task, including but not limited to content generation, summarization, semantic search, translation, transformation, and code generation. Microsoft offers the accessibility of the service through REST APIs, Python or C# SDK, or the Azure OpenAI Studio.
Presenting the landscape of AI/ML in 2023 by introducing a quick summary of the last 10 years of its progress, current situation, and looking at things happening behind the scene.
Generative AI models, such as ChatGPT and Stable Diffusion, can create new and original content like text, images, video, audio, or other data from simple prompts, as well as handle complex dialogs and reason about problems with or without images. These models are disrupting traditional technologies, from search and content creation to automation and problem solving, and are fundamentally shaping the future user interface to computing devices. Generative AI can apply broadly across industries, providing significant enhancements for utility, productivity, and entertainment. As generative AI adoption grows at record-setting speeds and computing demands increase, on-device and hybrid processing are more important than ever. Just like traditional computing evolved from mainframes to today’s mix of cloud and edge devices, AI processing will be distributed between them for AI to scale and reach its full potential.
In this presentation you’ll learn about:
- Why on-device AI is key
- Full-stack AI optimizations to make on-device AI possible and efficient
- Advanced techniques like quantization, distillation, and speculative decoding
- How generative AI models can be run on device and examples of some running now
- Qualcomm Technologies’ role in scaling on-device generative AI
A non-technical overview of Large Language Models, exploring their potential, limitations, and customization for specific challenges. While this deck is tailored for an audience from the financial industry in mind, its content remains broadly applicable.
(This updated version builds on our previous deck: slideshare.net/LoicMerckel/intro-to-llms.)
Let's talk about GPT: A crash course in Generative AI for researchersSteven Van Vaerenbergh
This talk delves into the extraordinary capabilities of the emerging technology of generative AI, outlining its recent history and emphasizing its growing influence on scientific endeavors. Through a series of practical examples tailored for researchers, we will explore the transformative influence of these powerful tools on scientific tasks such as writing, coding, data wrangling and literature review.
Generative AI: Redefining Creativity and Transforming Corporate LandscapeOsaka University
The advent of Generative AI is redefining the boundaries of creativity and markedly transforming the corporate landscape. One of the pioneering technologies in this domain is the Reinforcement Learning from Human Feedback (RLHF). Combined with advancements in LLM (Language Model) has emerged as a notable player. LLM offers two primary interpretations: firstly, as a machine capable of generating highly plausible texts in response to specific directives, and secondly, as a multi-lingual knowledge repository that responds to diverse inquiries.
The ramifications of these technologies are widespread, with profound impacts on various industries. They are catalyzing digital transformation within enterprises, driving significant advancements in research and development, especially within the realms of drug discovery and healthcare. In countries like Japan, Generative AI is heralded for its potential to bolster creativity. The value generated by such AI-driven innovations is estimated to be several trillion dollars annually. Intriguingly, about 75% of this value, steered by creative AI applications, is predominantly concentrated within customer operations, marketing and sales, software engineering, and R&D. These applications are pivotal in enhancing customer interactions, generating innovative content for marketing campaigns, and even crafting computer code from natural language prompts. The ripple effect of these innovations is palpable in sectors like banking, high-tech, and life sciences.
However, as with every innovation, there are certain setbacks. For instance, the traditional business model of individualized instruction, as seen in the context of professors teaching basic actions, is on the brink of obsolescence.
Looking ahead, the next five years pose pertinent questions about humanity's role amidst this technological evolution. A salient skillset will encompass the adept utilization of generative AI, paired with the discernment to accept or critique AI-generated outputs. Education, as we know it, will be reimagined. The evaluative focus will transition from verifying a student's independent work to gauging their ability to produce content surpassing their AI tools. Generative AI's disruptive nature will compel us to re-evaluate human value, reshaping the paradigms of corporate management and educational methodologies
How Azure helps to build better business processes and customer experiences w...Maxim Salnikov
Artificial Intelligence is not the future, it is NOW. Cloud technology empowers developers and technology leaders to benefit from AI effectively and responsibly with the models and tools they need. In this session, we go through the portfolio of Azure AI services and run some demos to showcase how AI can improve daily life, safety, productivity, accessibility, and business outcomes.
HyperHack 2023 Global Presentation - AMER Enablement_070623.pdfDianaGray10
📣 Join us for Are You AI-Powered Project Informed? HyperHack 2023 Enablement Session 2 with experts from UiPath and UiPath MVPs to talk to you about the upcoming HyperHack and information to inform you on UiPath AI-Powered Solutions.
👉 Agenda
In this session, you'll get a detailed insight into:
• Introduction to HyperHack 2023
• What is a hackathon and how to participate?
• Overview of rules and categories
• Demos of AI-Powered Automation Solutions
• Judging criteria and prizes
• Submission guidelines and deadlines
• Tips on identifying your use case
• Tips on how to present and demonstrate your idea or project.
What's Next? Ongoing help and support from MVPs, and UiPath Forum.
Speakers:
Joe Edwards, Senior Product Marketing Manager @UiPath
KJ Fenton, Technical Enablement Manager @UiPath
Dhruv Patel, Senior Sales Engineer @ UiPath
Ashritha Kallu, RPA Developer @UiPath
Melody He, Solution Architect @UiPath
Tracy Dixon, Operational Excellence and UiPath Partner Lead, along with 4x UiPath MVP
ChatGPT and not only: how can you use the power of Generative AI at scaleMaxim Salnikov
Join this session to get all the answers about how ChatGPT and other LLM models can be applied to your current or future project. We'll start by putting in order all the terms - OpenAI, GPT-3, ChatGPT, Codex, Dall-E, etc. - and explain why Microsoft and Azure are often mentioned in this context. Then, we'll go through the main capabilities of the Azure OpenAI and respective usecases that might inspire you to either optimize your product or build a completely new one.
Improving the User Experience of UiPath AppsDianaGray10
Gain Insight Into Improving the User Experience of UiPath Apps
In this session, you will learn how to build better-looking applications to drive increased adoption
Topics covered :
• Examples of challenging user experience scenarios
• Why does it matter? The impact of a good UX on user adoption
• The 60/30/10 Rule for Color
• The C.R.A.P. Rule for Design
• Short demonstrations and examples of applications that follow these methodologies
Intelligent Automation in Accounting and Finance with IMA Queens College Stud...Diana Gray, MBA
Learn and discover how RPA and AI can change the work we do in Accounting and Finance for the better. In this session we will cover the following:
How does RPA impact accounting?
How does AI augment, and play a vital role?
How can I develop the skill sets to be relevant in the future?
Speakers:
Alp Uguray, MVP, Ashling Partners
Sharon Palawandram, Machine Learning Consultant Ashling Partners
Using the power of OpenAI with your own data: what's possible and how to start?Maxim Salnikov
The top questions we get about ChatGPT-powered enterprise scenarios are all about using the company's own data as the basis for the responses. In this session, we'll explore various options starting from simply injecting data into the prompt to the advanced architectures with multiple Cognitive Services chained together and fine-tuning models - all for you to choose the flexible, scalable, and cost-efficient solution that works the best for you.
5. Introducing the Collaboration FrameworkAlan Hamilton
Building a cohesive solution to many of your organization's business issues and projects requires a framework approach which brings together what you have with new solutions to enhance every day work and let your people become better versions of themselves.
Atlan Product Metering Case Challenge Summary:
The document outlines the importance of metering a SaaS product, specifically for SaaS B2B products. It highlights the benefits of accurate usage tracking, fair billing, resource optimization, cost control, upselling opportunities, and competitive differentiation. The goal is to align pricing with customers' ROI, optimize internal resources, and provide cost and usage visibility patterns.
The tasks for the product manager include researching different SaaS tools, capturing how metering is implemented in at least three tools, and defining the metrics and usage parameters for product metering. The proposed approach should be simple to implement and easy for both internal teams and customers to understand.
The desired outcomes are to create a flexible metering framework that accommodates various pricing models and billing structures and to provide a recommendation in the form of a document.
The document also includes a table of contents with sections discussing the need for data catalog software, the users of data catalog software in a company, capturing product metrics, factors driving data catalog pricing, and specific pricing details of Alation, castorDoc, Google Cloud Data Catalog, and Atlan.
The solution section presents two recommended pricing solutions for Atlan: a simple and transparent pricing model and a usage-based pricing model. The document concludes with a thank you note.
Overall, the document provides a comprehensive overview of the Atlan Product Metering Case Challenge, covering various aspects related to SaaS product metering and pricing.
How to classify documents automatically using NLPSkyl.ai
About the webinar
Documents come in different shapes and sizes - From technical documents, customer support chat, emails, reviews to news articles - all of them contain information that is valuable to the business.
Managing these large volume data documents in a traditional manual way has been a complex and time-consuming task that requires enormous human efforts.
In this webinar, we will discuss how Machine learning can be used to identify and automatically label news articles into categories like business, politics, music, etc. This can be applied in another context like categorizing emails, reviews, and processing text documents, etc.
What you will learn
- How businesses are leveraging document classification to their advantage
- Best practice to automate machine learning models in hours not months
- Demo: Classify news articles into the right category using convolution neural network
How to select an ITSM Tool from the ITIL® Chief ArchitectAxios Systems
To view this complimentary webcast in full, please visit: http://forms.axiossystems.com/LP=311
Sharon Taylor, Chief Architect of ITIL® V3, explains how to choose the right ITSM tool for your organization. In this video she explains the decisions you will have to make and the factors that will influence those decisions. Most importantly she explains when the right time is, what the right reasons are for choosing an ITSM tool and how to make the right choice.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
UiPath Test Automation using UiPath Test Suite series, part 3DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 3. In this session, we will cover desktop automation along with UI automation.
Topics covered:
UI automation Introduction,
UI automation Sample
Desktop automation flow
Pradeep Chinnala, Senior Consultant Automation Developer @WonderBotz and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Intelligent Document Processing presented by the South Florida Community ChapterDianaGray10
So much has been changing in the world of document processing!
Join us on Tuesday, May 28th at 10 am Eastern to hear from UiPath's Monica Luca on all the latest and greatest features of Document Understanding.
-- Discover how to build models more efficiently in the new Active Learning, guided experience.
-- Easily adopt these in various automations, based on either APIs or RPA
-- Learn how to monitor, debug and optimize your automations for maximum performance
Connector Corner: Automate dynamic content and events by pushing a buttonDianaGray10
Here is something new! In our next Connector Corner webinar, we will demonstrate how you can use a single workflow to:
Create a campaign using Mailchimp with merge tags/fields
Send an interactive Slack channel message (using buttons)
Have the message received by managers and peers along with a test email for review
But there’s more:
In a second workflow supporting the same use case, you’ll see:
Your campaign sent to target colleagues for approval
If the “Approve” button is clicked, a Jira/Zendesk ticket is created for the marketing design team
But—if the “Reject” button is pushed, colleagues will be alerted via Slack message
Join us to learn more about this new, human-in-the-loop capability, brought to you by Integration Service connectors.
And...
Speakers:
Akshay Agnihotri, Product Manager
Charlie Greenberg, Host
UiPath New York Community Day in-person eventDianaGray10
UiPath Community Day is a unique gathering designed to foster collaboration, learning, and networking with automation enthusiasts. Whether you're an automation developer, business analyst, IT professional, solution architect, CoE lead, practitioner or a student/educator excited about the prospects of artificial intelligence and automation technologies in the United States, then the UiPath Community Day is definitely the place you want to be.
Join UiPath leaders, experts from the industry, and the amazing community members and let's connect over expert sessions, demos and use cases around AI in automation as we highlight our technology with a special speaker on Document Understanding.
📌Agenda
3:00 PM Registrations
3:30 PM Welcome note and Introductions | Corina Gheonea (Senior Director of Global UiPath Community)
4:00 PM Introduction to Document Understanding
How to build and deploy Document Understanding process
Where would Document Understanding be used.
Demo
Q&A
4:45 PM Customer/Partner showcase
Accelirate
Intro to Accelirate and history with UiPath
Why are we excited about the new AI features of UiPath?
Customer highlight
a. Document Understanding – BJs Case Study
b. Document Understanding + generative AI
5.30 PM Networking
UiPath Test Automation using UiPath Test Suite series, part 2DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 2. In this session, we will cover API test automation along with a web automation demo.
Topics covered:
Test Automation introduction API
Example of API automation
Web automation demonstration
Speaker
Pathrudu Chintakayala, Associate Technical Architect @Yash and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
UiPath Test Automation using UiPath Test Suite series, part 1DianaGray10
In this session, we will showcase how to revolutionize automated testing for your software, automation, and QA teams with UiPath Test Suite.
In part 1 of UiPath test automation using UiPath Test Suite – developer series, we will cover,
Software testing overview
What is software testing
Why software testing is required
Typical test types and levels
Continuous testing and challenges
Introduction to UiPath Test Suite
UiPath Test Suite family of products
Speaker:
Atul Trikha, Chief Technologist & Solutions Architect, Peraton and UiPath MVP
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Exploring UiPath Orchestrator API: updates and limits in 2024 🚀DianaGray10
Join us as we dive into the latest updates to the UiPath Orchestrator API, including new limits and features for 2024. Discover how these changes can enhance your automation projects and streamline your workflows.
📚 Overview of UiPath Orchestrator API
🔧 Recent changes to API limits
🛠️ How to adapt to new limits
📋 Best practices for using the Orchestrator API efficiently
❓ Q&A session
UiPath manufacturing technology benefits and AI overviewDianaGray10
Welcome to this session on UiPath Manufacturing and AI. In this session, we will discuss the importance UiPath plays with technology in the manufacturing and we will do an overview of AI and Document Understanding. Please join us to hear from UiPath and Community experts on why you might consider leveraging UiPath in manufacturing.
Topics covered
Community team overview
The importance of UiPath technology for manufacturing
UiPath AI and Document Understanding overview
What is Document Understanding?
DU Process Studio Template
Components of DU Framework
Q&A
Speakers:
Sebastian Seutter, Senior Industry Practice Director, UiPath, Inc.
Priya Darshini, UiPath MVP RPA Solutions Architect
Dzmitry Belanovski, Account Executive, UiPath, Inc.
Connector Corner: Accelerate revenue generation using UiPath API-centric busi...DianaGray10
Join our latest Connector Corner webinar to discover how UiPath Integration Service revolutionizes API-centric automation in a 'Quote to Cash' process—and how that
automation empowers businesses to accelerate revenue generation.
A comprehensive demo will explore connecting systems, GenAI, and people, through powerful pre-built connectors designed to speed process cycle times.
Speakers:
James Dickson, Senior Software Engineer
Charlie Greenberg, Host, Product Marketing Manager
Take control of your SAP testing with UiPath Test SuiteDianaGray10
We are excited to invite you to a special online webinar titled "Take control of your SAP testing with UiPath Test Suite!" hosted by the UiPath Test Suite Team. This webinar aims to provide valuable insights into optimizing your SAP testing processes using the UiPath Test Suite.
Agenda:
• UiPath + SAP - Better Together
• S/4 HANA Migrations
• UiPath Test Suite
• SAP heatmap and change impact analysis
• Short demonstration
• Success stories
• Q&A session
Women in Automation 2024: Career session - explore career paths in automationDianaGray10
Do you wonder what your next career move should be?
Join us for a session focusing on women in automation, where we'll discuss tips for getting started, avenues to explore, and available resources. You'll hear from accomplished women sharing insights into their automation careers.
• Current Trend of the Automation Professionals
• Ways to foster an Inclusive environment
• Career Paths and Roles in UiPath
• Highlights of pursuing a career in automation
🎤 Speakers:
Priya Darshini: RPA Solutions Architect and 5X UiPath MVP
Tracy Dixon: Operational Excellence & UiPath Partnership Lead Centric Consulting and 5X UiPath MVP
👇Join our next event:
April 5: Women in Automation 2024: Technical Session - AI and Automation for everyone
Enable automation DevOps to quickly setup policies and package sources with a cloud-first, web-based solution and easily govern large deployments of the Studio Family products, as well as UiPath Assistant.
Session #3: How to manage Solutions across multiple environments.
Topics covered on this session are:
Solutions Packages
Solutions Deployments
Efficiencies in RPA with UiPath and CyberArk Technologies - Session 2DianaGray10
In this session, we will discuss the efficiencies you can find using UiPath and CyberArk technologies.
Topics covered:
Efficiencies with UiPath and CyberArk
Maturing your automation program
Implementing security controls for automation
Scalability
Automate privileged access
o Protecting privileged credentials
UiPath Platform: The Backend Engine Powering Your Automation - Session 2DianaGray10
Embark on an immersive journey into the beating heart of UiPath's automation prowess with our exclusive online series! Uncover the hidden powerhouse behind the scenes – the Backend Brilliance that propels the UiPath Platform to extraordinary heights. Join us as we unravel the critical connection between the backend infrastructure and the front end user experience, showcasing how it forms the backbone of seamless automation.
Get ready for the second electrifying episode of our UiPath Platform Series, where we plunge deep into the vital components that ensure your automation engine runs like a well-oiled machine. In this session, we'll shine a spotlight on some Monitoring Tools such as Insights, Splunk, and more. Discover how these tools become the vigilant eyes, offering a comprehensive view of your automation landscape and empowering you with real-time insights to enhance performance.
We'll walk you through the high level setup process for Insights, as well the Test Manager, demonstrating how these tools can connect to the backbone infrastructure. Join us for this unmissable session to learn more about this amazing Platform.
Topics covered:
● Monitoring tool (Insights, Integration with log management tools etc.)
● Setup Insights
● Setup Test Manager
Women in Automation 2024: Technical session - Get your career started in auto...DianaGray10
Join us for this UiPath Women in Automation technical session which will cover the basics of Studio, Studio X, and Studio Web to get you started with automation.
Topics covered
Introduction to RPA
Overview of the UiPath platform
Build your first automation
UiPath resources
🎤 Speakers:
Priya Darshini: RPA Solutions Architect and 5X UiPath MVP
Tracy Dixon: Operational Excellence & UiPath Partnership Lead Centric Consulting and 5X UiPath MVP
Unleashing the power of AI in UiPath Studio with UiPath Autopilot.DianaGray10
Autopilot for Studio unlocks the potential of Generative AI to support rapid bot development. Learn how to supercharge your development workflow with the UiPath Chicago + SoCal Chapter presentation on Autopilot for Developers!
Topics will cover:
Studio Web Workflow Generation
Studio and Studio Web Expression Builder
Studio Coded Automation Code Generation
Studio Coded Test Code Generation
Connector Corner: Extending LLM automation use cases with UiPath GenAI connec...DianaGray10
Continuous accuracy and efficiency of Large Language Models (LLM) is key to successfully building out your next AI-infused automation, regardless of business use case.
For our next Connector Corner webinar, we’ll explore how using a seamless AI integration process provides access to industry leading models, curated activities, and embeddings that help achieve operational efficiency.
Join us on March 26 to learn about:
Accessing large language models, hosted by UiPath
Reducing complexities of prompt-engineering, by using curated sets of activities
Assuring accuracy and safety, by building an AI Trust Layer to moderate the output of AI models, and their generated results.
Discovering what’s new in embeddings connectivity
Cultivating your AI knowledgebase using Vector Databases
Expect to see these use cases in action:
Leveraging UiPath hosted LLMs and activities
Document comparison using our LLM framework
Please stay tuned for additional use cases
Speakers:
Charlie Greenberg, host
George Roth, Technology Evangelist
Scott Schoenberger, Senior Product Manager
Koji Takimoto, Director Product Support
UiPath Solutions Management Preview - Northern CA Chapter - March 22.pdfDianaGray10
Join us for a live virtual session on UiPath's Solutions Management - UiPath's latest product offering aimed at reducing the migration efforts across your multi-environment Orchestrator setup.
This event is UiPath beginner-friendly and could be helpful for Automation Center of Excellence Leads, Automation Infrastructure Engineers, Automation Developers, Automation Solution Architects, Platform Managers, RPA Developers users.
Topics covered:
• What makes up a solution bundle?
• Step-by-step process to move a bundle across tenants and even organizations.
• Best practices to ensure a smooth migration process by leveraging Solutions Management
• Quick introduction to Automation Ops
Speaker – Nishant Banka, RPA Lead, The Silicon Partners Inc (TSP)
UiPath Studio Web workshop series - Day 7DianaGray10
📣 Welcome to Day 7 of the UiPath Studio Web Workshop. In this session, we will delve into the critical topic of exception handling in UiPath Studio Web. Join us as we explore robust strategies such as Try-Catch, Finally, Retry, and Throw to ensure your automation is resilient and gracefully recovers from unexpected errors.
👉 Topics covered:
The Role of Finally
Retry Mechanisms
Throwing Exceptions
Demonstrating Try-Catch, Finally, Retry, and Throw in action
Speakers:
Vajrang Billlakurthi, Digital Transformation Leader, Vajrang IT Services Pvt Ltd. and UiPath MVP
Swathi Nelakurthi, Associate Automation Developer, Vajrang IT Services Pvt Ltd
Rahul Goyal, SR. Director, ERP Systems, Ellucian and UiPath MVP
👉 Visit the series page to register to all events.
Accelerate your Kubernetes clusters with Varnish CachingThijs Feryn
A presentation about the usage and availability of Varnish on Kubernetes. This talk explores the capabilities of Varnish caching and shows how to use the Varnish Helm chart to deploy it to Kubernetes.
This presentation was delivered at K8SUG Singapore. See https://feryn.eu/presentations/accelerate-your-kubernetes-clusters-with-varnish-caching-k8sug-singapore-28-2024 for more details.
Software Delivery At the Speed of AI: Inflectra Invests In AI-Powered QualityInflectra
In this insightful webinar, Inflectra explores how artificial intelligence (AI) is transforming software development and testing. Discover how AI-powered tools are revolutionizing every stage of the software development lifecycle (SDLC), from design and prototyping to testing, deployment, and monitoring.
Learn about:
• The Future of Testing: How AI is shifting testing towards verification, analysis, and higher-level skills, while reducing repetitive tasks.
• Test Automation: How AI-powered test case generation, optimization, and self-healing tests are making testing more efficient and effective.
• Visual Testing: Explore the emerging capabilities of AI in visual testing and how it's set to revolutionize UI verification.
• Inflectra's AI Solutions: See demonstrations of Inflectra's cutting-edge AI tools like the ChatGPT plugin and Azure Open AI platform, designed to streamline your testing process.
Whether you're a developer, tester, or QA professional, this webinar will give you valuable insights into how AI is shaping the future of software delivery.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
3. UiPath developer meetings:
• AMER Developer Community sessions
• Managed by UiPath MVPs in Canada, Latin America & USA
• You are encouraged to network with MVPs and share your LinkedIn url in the
chat box. We want to get to know you!
• These sessions are for you to engage with us on topics that interest you or that
you want to share with the UiPath Developer Community
• Please use the chat to place questions until Q&A
• If you have any topics that you want us to cover, please email
diana.gray@uipath.com
4. Date/Time Topic Status
August 22,
4 PM MDT
AI and ML Series - Introduction to Generative AI and LLMs -
Session 1
Recorded
August 23,
4 PM MDT
AI and ML Series - Generative Extraction and Classification of
Documents in Studio Web - Session 2
Recorded
August 24,
4 PM EDT
AI and ML Series - Leveraging Generative AI and LLMs Using the
UiPath Platform - Session 3
Happening Now
Register for Events at community.uipath.com
6. Explore Novel Use Cases
Build Better Automations Faster
UiPath Uses Gen AI in 3 Ways
Generative AI Powered
Automations
Incorporating Gen AI directly into
Business Automation Use Cases
Supercharge Developer
Productivity
“Co-Pilot” Like experience bringing a user-
friendly interface to building automations
Product & Model
Augmentation
Add LLM capabilities to improve
design time
1 2 3
7. AI-powered automation
Open | Flexible | Responsible
Supported by UiPath Built with UiPath or BYO
BYO
Docs Screens Tasks Processes
Solutions
AI Infrastructure
Integration Service – Validation Station – Active learning – Fine tuning – Guardrails – Auditing
AI-powered automation
Delivering enterprise automation with Specialized AI
Generative AI Specialized AI
Context
HITL
UI
API
Action
People
Comms
Docs
Data
Processes
8. Advantages of using UiPath with Gen AI for
Automation
More than calling a Generative AI Model
Context
Gathering
Specialized
Models
Robots Do Work Human In The Loop
Confidence
in governance
UiPath also has Specialized
models to complement Gen
AI interactions
Gen AI needs context,
UiPath can gather the
context from all sources
Gen AI is just a brain,
Automation is the muscle
that does the work
Gen AI “hallucinates”.
There are times you can
not get things wrong
Your business is governed
with audit logs and
controls while using Gen
AI with UiPath
9. 3 Patterns for Gen AI Powered Automations
A use case may use 1 or multiple patterns
Pattern
1
Reader / Writer
Pattern
2
Pattern
3
Analyst / Doer
Assistant
UiPath can execute
processes as a result of
LLM calls
UiPath can gather context
from multiple sources to
generate and distribute
personalized messages
UiPath can add context and
action to conversational
assistants
UiPath
Advantage
Source 1
Source 2
Source 3
Source 4
LLM
Ingest Analyze
Data Next Best Action
System 1
System 2
System 3
System 4
Do
LLM
System 1
System 2
System 3
System 4
Do
Conversational
Interface
Human
Knowledge
Response
Action
OR
Source 1
Source 2
Source 3
Source 4
LLM
Read Write
Emails Summaries Content
10. Pattern 1 - Reader / Writer
Description:
LLMs are great at taking context and generating personalized text, whether longer or shorter than the original context. UiPath is collecting all the
relevant context and prompting the LLM for text. UiPath can keep a human in the loop to fine tune the output.
Example Use Cases
Cold Call Emails
Gather context about your audience and
generate email
Customer Feedback Response
Gather sentiment and customer history
to generate tailored response
Proposal Writer
Combine multiple answers from your KB
with additional context for a tailored
answer to a proposal question
Applicant Communications
Combine feedback from interviewers,
JD details, and applicant resume for
tailored communications
Customer Summary
Summarize customer history, support
ticket history, etc. for faster consumption
by customer facing agents
Email/PMO Summarizer
Summarize information from PM tools,
emails, other sources for faster
executive overviews
KYC Summarizer
Gather and summarize materials from
multiple sources for faster KYC review
Compliance and ESG Reporting
Monitor data and reports from multiple
systems/source and generate consistent
reporting
Product Documentation
Create and maintain product
documentation summarizing information
from feature tickets and marketing
Fraud Communications
Generate correspondence with
customers collating information multiple
systems
Insurance Claims Communication
Communicate to Customers around
their claims request synthesizing
information from multiple systems
Healthcare Appeals Communication
Tailor communications to customers
about using information about the
customer and the circumstance
Human Input
and Validation
Human in
the loop
Source 1
Source 2
Source 3
Source 4
LLM
Read Write
Emails Summaries Content
System 1
System 2
System 3
System 4
Distribute
11. Pattern 2 – Analyst / Doer
Description:
LLMs can generate structured output (data tables, code, XML/JSON) from multiple unstructured sources when prompted well. UiPath is
collecting the relevant sources and prompting the LLM to generate structured outputs. Critically, UiPath can validate the contents of the
structured outputs vs. systems of record or humans. UiPath can further execute processes based on the output.
Source 1
Source 2
Source 3
Source 4
LLM
Ingest Analyze
Data Next Best Action
System 1
System 2
System 3
System 4
Do/Validate
Human Input
and Validation
Human in
the loop
Example Use Cases
Multi-Source Report Creating
Gather reporting from different systems,
documents, and emails and combine
them into one set
Structuring and Normalizing Data
Normalize data from different sources
into a common schema
2 Way Match (Generic Reconciliation)
Normalize data from multiple systems
and further reconcile the two noting
differences for humans to validate
Contact Center Next Best Action
Gather context from sources,
recommend an action from a list and
execute the action
After Call Work (Action Item Doer)
Extract actions from call scripts for
follow-up. Execute those automatable.
Upsell / Cross-sell Assistant
Gather customer history and needs,
generate a recommendation for what to
sell, and a script to sell it
Contract Extractor
Extract structured data out of contracts /
amendments, validate against sources,
and input into systems
Company Filing Extractor
Extract key figures out of company
filings, validate with human, and use in
processes
Test Data Creator
Generate test data for application
testing and insert it into the system
using UiPath
Generic Classifier
Take in unstructured sources and
classify against a list of defined options.
Use this data as input for processes
Competition Analysis
Monitor pricing, news, reviews of
competitors and extract structured
findings
Vendor Selection
Analyze proposals from multiple
vendors, extract key differentiations, and
recommend a vendor
12. Pattern 3 - Assistant
Description:
The most common use case enterprises are building is a custom ChatGPT on their own knowledge sources. UiPath can augment and enrich
these chat interfaces with more knowledge sources, either directly in the LLM or in the prompt. For assistant interactions that result in an action,
UiPath be used for last-mile process execution.
LLM
System 1
System 2
System 3
System 4
Do
Conversational
Interface
Human
Knowledge
Response
Action
OR
Human in
the loop
Example Use Cases
Knowledge Base Assistant
Use UiPath to augment the knowledge
accessible to the LLM. Vectorize
databases or embed in the prompt.
Support Escalation Assistant
Variation of a Knowledge Base
Assistant focused on customer support
escalations.
Learning Assistant
UiPath can help find courses from
different learning platforms and
recommend one for a user
Self Service Helpdesk
LLMs will create enhanced assistant
interfaces. Execute common tasks
behind the scenes with UiPath.
Employee Benefits Assistant
Answer employee questions about
benefits and automate benefit selection
/ changing
Employee Travel Concierge
UiPath can bring in context on travel
policy and flight/hotel data to allow
users to book compliant trips faster
Legacy System Augmenter
Legacy systems likely won’t have LLMs
integrated. UiPath can be used to bring
LLM experiences to old systems.
Localization Assistant
LLMs have become decent at localizing
to different languages. UiPath can help
validate the output against other tools
Supply Chain Buyer Assistant
A conversational interface help speed
up inventory management and ordering
across suppliers for buyers
Personalized Assistant (JARVIS)
Use a conversational interface to
perform more Reader/Writer and
Analyzer/Doer actions
Guided Form Entry
A conversational interface collects &
validates input from users. UiPath can
input those answers into a system.
Ask GPT (Document)
Gather a specific document with
automation and then allow users to ask
questions about it
14. Contextual LLM Interaction
Core Concept in NLP
Embeddings
Numerical Representation of the
meanings of words or a group of words
Used with semantic search to
inject context nearest/relevant to
the query into prompts (Context
Injection)
15. Ingest Knowledge Source
Contextual LLM Interaction …continued
Generate Embeddings and
push into Vector Store
Knowledge Sources
Converse Using Custom Context/Information
16. Fine Tuning vs Semantic Search
Fine Tuning Context Injection via Semantic Search
Slow, expensive Fast, easy
Teaches new task, not new info Recalls exact information
Requires constant retraining Adding new info is a cinch
Not scalable Infinitely scalable
Not meant for QA Meant for QA
18. Problem Statement & Proposed
Solution
Problem Solution
The main challenges this solution is trying to solve are:
• Large language models (LLMs) are powerful generative AI
tools, but their effectiveness depends on the quality and
quantity of training data, which can also be a limiting factor.
Without being able to incorporate your own data sources,
they tend to hallucinate
• Require proper integrations, frameworks and guardrails to
make them useful for enterprise use cases
• May perpetuate and amplify harmful biases that can reinforce
today’s pandemic issue of misinformation and disinformation
Leverage this LLM Framework template along with its Generative AI powered
custom activities to make LLM App & Automation Development much easier,
more flexible, more reliable and built for enterprise level usage with automation.
The solution comprises of 2 main components:
1️⃣ Custom Activities (qBotica.Langchain)
• This initial set of activities builds up the core elements to enable context-
aware and memory backed interaction with your favorite large language
models.
2️⃣ UiPath Studio Template (LLM Framework Studio Template)
• This template orchestrates the reusability of the solution across a wide
array of use cases powered up large language models, which can either be
Conversational (chat based/context aware conversations/personal
assistant), Transactional (queue based) and/or Transactional with human
in the loop.
• Along with this reusability, there is an important consideration for
flexibility in the framework so that it can cater to different types of
downstream process which may or may not involve UI/API automation.
19. Key Features
🗝️ LLM Powered Custom Activities using LangChain Framework – Industry Standard for LLM
App Development
• Ingest Knowledge Source – Create and serialize vector database out of provided
sources such as csv, pdf, YouTube video links, word documents, etc.
• Converse With Context – Context Aware, Multi-input (llm model, context docs,
memory/history, prompt template) LLM Chain
🗝️ Framework support for (Message – Response) and
(Input – Process - Output)
28. Quick Start Use Case
Leverage context aware LLM Framework with memory to ingest
data source and answer any questions (in a conversational
manner) related or unrelated to the ingested source.
Streamlined LLM App
Development for
Conversational Use Cases
Transcript Backed (Vector
Store) LLM for more reliable
Responses
Context Aware (Memory Backed)
LLM for more contextual
responses
Chat With Your Data
Conversational
Faster Time to value
31. Quick Start Use Case
Leverage Indemnification in a contract is a contractual clause that shifts liability,
costs, and expenses from one party to another. After the LLM agent is used to
identify if an MSA document has one-sided or two-sided indemnification (with
extracted excerpts from the contract) it will push to human for further review via
the custom action center form.
Streamlined LLM App
Development for Transactional
Use Cases
Transcript Backed (Vector
Store) LLM for more reliable
Responses
Context Aware (Memory Backed)
LLM for more contextual
responses
Contracts Indemnification Review
Faster Time to value
Transactional
32. Quick Start Use Case
Contracts Indemnification Review
Transactional
36. Education
Learn RPA Skills
- Free Community Software
- Academy
- Certification
- Academic Alliance
Support
Solve problems
- Forum
- Documentation
- Community Blog
- Use Cases Repository
- Job Board
Network
Grow your career
- Meetups & DevCon
- Mentorship
- Hackathons
- MVP Program
- Automation Champions
An ecosystem enabling
developer success
37. Vibrant ecosystem of more than 1.5 million professionals and citizen developers learning, getting support, and
succeeding together in their automation careers.
• Start with the free Community Edition to get trained and certified
• Then upgrade to the Enterprise version of the product
Academy
• Get crowdsourced support and share product feedback on UiPath Forum
• Check the product documentation
• Join the Insider Preview for early testing
Forum
Community Events
• Access the latest articles and video tutorial content created by community members and
UiPath engineers in our Community Blog
• Contribute as an author.
UiPath Community MVPs • Get recognized as a Most Valuable Professional (MVP), Automation Champion or one of
the Forum Leaders, based on the contribution to others’ growth
Join the UiPath Community
• Connect with like-minded people and share best practices with the UiPath Community
• Solve challenges in engaging hackathon competitions
• Join meetups and conferences
Blog and Tutorials
Automation Cloud
• Learn the skills of the future on UiPath Academy or through our Academic Alliance
• Earn globally recognized credentials with UiPath Certifications
