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by René Winkelmeyer
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- Oct 28, 202418 min
229: AsyncAPI and Event-Driven Architecture Using MuleSoft with Alex Martinez
Join us as we discuss event-driven architectures (EDA) with MuleSoft's latest capabilities with Alex Martinez. The discussion will explore the integration of AsyncAPI specifications, which streamline the transition from REST to event-driven systems, enabling high-volume asynchronous communications and improved API lifecycle management. The conversation highlights tools like Anypoint Studio and Anypoint Code Builder that simplify complex integrations using messaging technologies such as Kafka, Solace, and Salesforce Platform Events. Whether new to EDA or an experienced developer, this episode is packed with valuable information and resources to elevate integration strategies and deepen understanding of the future of software development. Show Highlights: Transitioning from REST to event-driven systems using async API specifications. Exploration of MuleSoft tools like Anypoint Studio and Anypoint Code Builder for API design and management. Benefits of using MuleSoft for integrating messaging technologies like Kafka, Solace, Anypoint MQ, and Salesforce Platform Events. Importance of API governance for maintaining compliance and consistency across specifications. Links: Build Real-Time AI Experiences with MuleSoft - https://www.salesforce.com/plus/experience/dreamforce_2024/series/it_at_dreamforce_2024/episode/episode-s1e24 AsyncAPI Support to Implement Event-Driven Architecture - https://docs.mulesoft.com/release-notes/platform/event-driven-api
- Oct 14, 202424 min
228: Retrieval Augmented Generation using Data Cloud with Dave Norris
Australia's Dave Norris joins us in exploring the cutting-edge techniques of Retrieval Augmented Generation (RAG) and hybrid search methods. We delve into the limitations of traditional keyword searches in the face of unstructured data like PDFs and emails, which make up a significant portion of enterprise data. By using Data Cloud and hyperscalers like Google, Amazon, and Microsoft, Dave shows how to transform chaotic data into intelligent search engines. The discussion highlights the role of context in AI-generated responses, illustrating this with the challenge of summarizing meetings without enough information. The episode also examines the potential of hybrid search technologies such as Agentforce and vector search, emphasizing the importance of prompt engineering in refining data retrieval. Through examples from Dreamforce and fictional companies, listeners gain insights into how these technologies enhance user experiences by combining semantic and keyword searches, showcasing the advanced potential of modern search innovations. Show Highlights: Discussion on the limitations of traditional keyword searches in data retrieval. Insights into the use of Data Cloud for managing unstructured data via hyperscalers like Google, Amazon, and Microsoft. Examination of hybrid search techniques, including Agentforce and vector search technology. Focus on the importance of prompt engineering to enhance AI responses and prevent hallucinations. Introduction to hybrid search, combining vector and keyword search for improved precision and relevance. Links: Using Retrieval Augmented Generation in Data Cloud — https://help.salesforce.com/s/articleView?id=sf.c360_a_rag_overview.htm&type=5
- Sep 30, 202416 min
227: Dreamforce 2024 with Philippe Ozil
In this episode, we dive into the latest innovations and updates unveiled at Dreamforce 2024 with Philippe Ozil. We explore the refreshed Lightning Design System (SLDS2), which enhances accessibility and themability without disrupting customizations. Discover the game-changing Local Development (beta), offering real-time component updates and seamless page state maintenance. We also highlight new mobile capabilities, including native feature plugins and the empowering AgentForce suite designed for specialized AI agents. Learn about significant advancements in Salesforce tooling, the benefits of local development without deployment, and the introduction of Core Cloud, a new sample app rich with educational resources. Don't miss insights from the latest developer keynote and future trends in Data Cloud and Data Graphs. Show Highlights: Deep dive into Lightning Web Components Local Development version 2. New mobile capabilities and native feature plugins. Advancements in Salesforce tooling, such as local development benefits without deployment to an org and hub module reloading. Exploration of Core Cloud, a new sample app for developers focusing on agents, prompts, and Data Cloud. Overview of Data Cloud features, new color themes, and future trends Links: Developer Keynote: Build the Future with the Platform - https://www.youtube.com/watch?v=80reYTg9xXI LWC Local Development Server (Beta) - https://developer.salesforce.com/docs/platform/sfvscode-extensions/guide/lwclocaldev.html
- Sep 16, 202420 min
226: Winter ’25 Release Highlights with Mohith Shrivastava
In this episode, we welcome back Mohith Shrivastava to delve into the groundbreaking features of the Salesforce Winter '25 release. We discuss Agentforce, Salesforce's innovative AI agentic solution that leverages tools like Flows, Apex, and Prompt Builder to autonomously execute tasks. The episode also highlights advancements in Agent Builder (fka Copilot Builder) for creating assistive and autonomous agents, and the introduction of Agentforce for Developers. Further, we explore significant updates in Salesforce Data Cloud, including Retrieval-Augmented Generation (RAG) capabilities, vector search, and the much-anticipated beta release of Data Cloud sandboxes. Finally, we touch on the new local development feature for Lightning Web Components (LWC) that provide real-time previews and rapid iterations. Tune in to learn how these Winter '25 updates can elevate your Salesforce development and data management capabilities. Show Highlights: Enhancements to Copilot Builder with new topic-based action categorization for assistive and autonomous agents. A chat agent for Salesforce developers to explain code, write test cases, and generate documentation. Upcoming features like Data Cloud sandboxes for secure testing and new dependencies between Data Cloud and Salesforce platform packages for ISVs. Lightning Web Components (LWC) advancements, including local development for real-time previews and rapid iterations. New Apex feature preventing collection modification during iteration to enhance code stability and consistency. Links: The Salesforce Developer’s Guide to the Winter ’25 Release - https://developer.salesforce.com/blogs/2024/09/winter25-developers
- Sep 2, 202423 min
225: Einstein Models API with Alba Rivas
Alba Rivas, a passionate Salesforce Developer Advocate, shares her insights on the power of Salesforce's Models API. Discover how this API enables developers to seamlessly integrate large language models via REST API or Apex, eliminating the need for custom code or prompt templates. Alba highlights the critical role of the Einstein Trust Layer in ensuring data security, compliance, and efficient integration with external models. Gain knowledge on AI implementation, including maintaining audit trails, monitoring data for toxicity, and using human feedback for refining AI systems. We also explore the flexibility and capabilities of the Models API, offering a centralized interface for developers, along with resources like Postman collections, codeLive sessions, and an upcoming Trailhead module to support your journey in mastering generative AI with Salesforce. Show Highlights: Discussion on the Einstein Trust Layer's role in ensuring security, data masking, and compliance for generative AI applications. Comparison between using prompt templates and the Models API. Importance of maintaining an audit trail. Focus on the value of human feedback in refining AI systems and the benefits of a centralized interface for developers. Insights into practical AI implementation and the flexibility offered by the Models API. Links: Postman Collection - https://www.postman.com/salesforce-developers/workspace~34382471-0c97-40e5-a206-f947271665c4/collection/onih7sc/models-apis-beta Einstein Models API Documentation - https://developer.salesforce.com/docs/einstein/genai/guide/models-api.html codeLive: Exploring the New Models API (Beta) - https://www.youtube.com/watch?v=hf95_ghGeNI
- Aug 19, 202415 min
224: MuleSoft Intelligent Document Processing with Akshata Sawant
In this episode, we sit down with expert Akshata Sawant to discuss MuleSoft Intelligent Document Processing (IDP). Akshata delves into how IDP uses AI to extract and organize data from a variety of unstructured documents, such as purchase orders, invoices, and driving licenses, using AWS Textract for exact information extraction. The discussion highlights IDP's seamless integration with multiple systems via REST API endpoints and its application in automating the processing of daily invoices received via email. Learn about IDP's ability to handle different document structures without needing multiple templates and the crucial role of human oversight when the AI's confidence ratio falls below 80%, ensuring accuracy and reliability. This episode offers a comprehensive look at how IDP can revolutionize document workflows, balancing automation with human intervention, and provides valuable resources for further learning. Show Highlights: Using AI to extract and organize data from unstructured documents Integration of AWS Textract for exact information extraction and seamless integration via REST API endpoints Accessing and using IDP through the Anypoint Platform with ease Managing different document structures without multiple templates and the role of human oversight for accuracy Links: Getting Started with Intelligent Document Processing: Part 1 - https://www.youtube.com/watch?v=Yi160vy7gg4 Getting Started with Intelligent Document Processing: Part 2 - https://www.youtube.com/watch?v=iGvAypuzAvw How to Get Started With Intelligent Document Processing - https://blogs.mulesoft.com/dev-guides/how-to-get-started-with-intelligent-document-processing/
- Aug 5, 202414 min
223: Data Cloud Summer '24 Features with Danielle Larregui
What groundbreaking features are making waves with Salesforce Data Cloud this summer? Join us for a conversation with Danielle Larregui as she walks us through the latest advancements in the Summer '24 release. We discuss the innovative ability to virtualize data model objects on account records and the extended reach of Enrichments to include more standard and custom objects. Plus, Danielle introduces new connectors like the Heroku Postgres connector for seamless data integration from Heroku to Data Cloud. And that's not all! We also caught up with René to talk about the buzz surrounding the AI Now Tour. These tours are a fantastic opportunity for those eager to get hands-on with Einstein and Data Cloud. Happy listening! Show Highlights: Detailed discussion on Data Cloud's new functionalities, including virtualizing data model objects on account records Expansion of Enrichments to more standard and custom objects New connectors, specifically highlighting the Heroku Postgres connector for seamless data integration Feature Manager in Data Cloud setup, enabling access to beta connectors Links: Data Cloud Connectors Overview - https://help.salesforce.com/s/articleView?id=sf.c360_a_sources_targets.htm&type=5 Why the Heroku PostgreSQL Connector for Data Cloud is Important for Developers - https://developer.salesforce.com/blogs/2024/06/heroku-postgres-connector-for-data-cloud AI NOW Tour - https://developer.salesforce.com/ai-now-tour
- Jul 22, 202419 min
222: Generative AI and Einstein with Charles Watkins
Could integrating generative AI revolutionize your business processes? Join us as we sit down with Charles Watkins, the newest Salesforce Developer Advocate, to unveil the transformative capabilities of Salesforce's Prompt Builder. Charles shares a compelling example from his own support background, illustrating how this innovative tool can streamline the summarization and categorization of support cases. Learn how Prompt Builder simplifies switching between large language models like OpenAI and Microsoft Azure, making advanced AI accessible without complex integrations. We also decode Salesforce's cutting-edge Models API, currently in beta, offering a granular, controlled approach to generative AI. Charles discusses how the API can be harnessed to build chat-based conversational AI apps, embeddings, and more using REST API and Apex interfaces. Discover the security advantages of the Einstein Trust Layer, which ensures data privacy, and hear about the impressive response times of models like GPT-4. This episode is a treasure trove for developers eager to experiment with Salesforce's open-gen AI ecosystem. Don't miss this opportunity to get inspired and elevate your AI game. Show Highlights: The Prompt Builder tool for automating business processes like summarizing and categorizing support cases. Simplified integration with multiple large language models such as OpenAI and Microsoft Azure. The new Models API for creating chat-based AI apps, embeddings, and text generation solutions. Benefits of the Einstein Trust Layer for enhanced security and data privacy. The rapid response times of models like GPT-4 and the lack of a streaming API. Links: Applying Fundamentals of Prompt Engineering with Prompt Builder - https://developer.salesforce.com/blogs/2024/07/applying-fundamentals-of-prompt-engineering-with-prompt-builder Using Prompt Builder, Flows, and Apex to Summarize and Classify Cases Faster - https://developer.salesforce.com/blogs/2024/06/using-prompt-builder-flows-and-apex-to-summarize-and-classify-cases-faster Prompt Builder for Developers Playlist - https://www.youtube.com/playlist?list=PLgIMQe2PKPSIarRb6ud6odVxB1gv-hbO8 Einstein 1 Studio Developer Center - https://developer.salesforce.com/developer-centers/einstein-1-studio
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About Salesforce Developer Podcast
Tune in to the Salesforce Developer Podcast to hear short and insightful stories for developers, from developers. Join Joshua Birk, Developer Evangelist and Godfather of Trailhead, as he hosts developer trailblazers from around the world as they share their stories of learning, building and integrating with Salesforce.
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