ISE Developer Blog

Solving global tech challenges, sharing insights, and empowering developers

Latest posts

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Pratima Sayyaparaju Maitreyi Nair Oscar Fimbres
Pratima,
Maitreyi,
Oscar
Oct 11, 2024

Multimodal RAG with Vision: From Experimentation to Implementation

This blog post delves into the experimentation journey of fine-tuning a multimodal RAG pipeline to best answer user queries that require both textual and image context. We ran our experiments by systematically testing various approaches, adjusting one configuration setting at a time and using clearly defined evaluation metrics to validate the performance of each component of the RAG pipeline in isolation, as well as the end-to-end inference flow.

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Peter Maynard
Peter Maynard
Oct 4, 2024

Streamlining Error Handling in Power Automate for Better Workflow Performance

This post explores effective error handling strategies in Power Automate to enhance workflow reliability and maintainability through practical techniques and integrations.

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Dasith Wijesiriwardena
Dasith Wijesiriwardena
Sep 27, 2024

PromptFlow Serve – Benchmark Result Analysis

In this post we discuss how to test the throughput of PromptFlow pf-serve module and key learnings doing so. We explore the impact on throughput and performance the different WSGI and ASGI hosting methods have and the importance of engineering your Python nodes with the async await pattern for I/O.

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Michael Lanzetta Juan Burckhardt
Michael,
Juan
Sep 9, 2024

Earning Agentic (and LangChain) Complexity

This post examines the challenges of adopting complex technologies like LangChain and agentic solutions in production environments, emphasizing the importance of understanding the necessity of such complexity. It provides insights on how to evaluate these technologies carefully, manage dependencies, and adhere to best practices for secure and stable AI applications.

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Christopher Buckley
Christopher Buckley
Aug 16, 2024

Semantic Router using Azure AI Search

Potential semantic routing solution using Azure AI Search for scalable query handling.

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James Kingdon Anna Kazlow Sean Tate
James,
Anna,
Sean
Aug 9, 2024

Measuring Differentials of Product Images in AI-generated Ads

Various methodologies of measuring differentials between a product image and an AI-generated ad for the purpose of product representation integrity in serving AI-generated ads.

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Arpit Gaur
Arpit Gaur
Aug 2, 2024

Converting multiple sources to FHIR using Liquid

A brief summary of how Microsoft ISE teams creation a solution to integrate patients data from multiple fragmented sources into a standard FHIR data model

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Dasith Wijesiriwardena
Dasith Wijesiriwardena
Jul 26, 2024

LLM Prompt Injection Considerations With Tool Use

This post discusses a pattern to prevent a class of prompt injection attacks in LLM-based solutions. It emphasizes the importance of building strong foundational patterns to mitigate risks and avoid potential pitfalls. By implementing this pattern, teams can enhance the security of their tool-based solutions.

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Komal Grover
Komal Grover
Jul 12, 2024

Document Summarization Solution Patterns using Azure Open AI & Langchain

This post lists the various solution patterns that can be applied for document summarization. Document summarization comes with its challenges related to token limitation and chunk sizes. This blog post discusses about the solutions to tackle those challenges.

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