FULL Guide - How to Power up your Automations with GenAI using LLM Framework Template in UiPath
Quickly build your own Generative AI powered automation using LLM Framework template in UiPath Studio.
Ingest Data from your own knowledge sources to produce more reliable and contextual LLM response.
This template leverages custom python API built on top of Langchain framework.
It orchestrates the reusability across a wide array of use cases powered by large language models, which generally falls under two categories - Conversational (chat based/context aware conversations, personal assistants), Transactional (queue based) and Transactional with human in the loop.
Along with 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.
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UiPath Marketplace Link
https://marketplace.uipath.com/listin...
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Watch the video linked below as a precursor to this video to quickly walk you through how to setup the python API backend and custom activity properties.
▶️ How to Setup Python API Backend for LLM Framework Custom LangChain Activities in UiPath
• How to Setup Python API Backend for L...
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Video Highlights
0:30 - LLM Framework Overview
1:18 - Conversational (e.g. Personal Assistants) vs Transactional (e.g. Queue based)
3:52 - Framework Custom Activity Components
4:47 - Currently Supported LLM Provider/Model
6:21 - Framework Activities: Sample Basic Usage
13:35 - LLM Framework Template Detailed Walkthrough
15:15 - Framework Configuration File
20:15 - Framework Pathways
22:18 - Custom Interaction Flow Rules/Validations
23:38 - Sample Implementation: Conversation Mode
29:51 - Solution Architecture
33:13 - Sample Implementation: Transaction Mode - Contracts Indemnifcation Review
41:06 - HITL Configuration - Enable Persistence
41:48 - HITL Configuration - Wait Activity Placeholder
47:14 - HITL Action Sample - Contracts Indemification Review
48:44 - Sample Implementation: Transaction Mode - Contracts Summarization & Deliverables Extraction
51:54 - HITL Action Sample -Contracts Summarization & Deliverables Extraction
52:48 - Closing Summary
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