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Architectural Characteristics

  • Yingting Huang

Yingting Huang

Oct 25, 2022
Architectural Characteristics
Photo by Anthony DELANOIX / Unsplash

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Automated Prompt Optimization in DSPy: Mechanisms, Algorithms, and Observability

1. Introduction: The Shift from Manual Prompting to Programmatic Optimization The advent of powerful Large Language Models (LLMs) has revolutionized natural language processing, yet harnessing their full potential often hinges on the art and science of prompt engineering.1 Traditionally, crafting effective prompts has been a manual, iterative, and often
May 14, 2025 20 min read
ReAct Agents: Building From Scratch - Native Function Calling vs. Custom TAO Parsing

ReAct Agents: Building From Scratch - Native Function Calling vs. Custom TAO Parsing

Introduction In this article, I'll walk you through two different ways to implement ReAct agents without relying on any existing frameworks: 1. Native Function Calling: Tapping into the built-in capabilities of modern LLMs 2. Custom TAO Parsing: A more flexible text-based approach for parsing Thoughts, Actions, and Observations I've deliberately
May 11, 2025 4 min read
Building an English Dictionary with LLM

Building an English Dictionary with LLM

In my previous blog, I mentioned about online dictionary feature from my English learning app. Today, I'll share the implementation details and how I overcame several challenges using Large Language Models (LLMs). The Challenge The requirement was straightforward: when a user selects a word in a passage and clicks "explain,
Mar 29, 2025 3 min read
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