Using LLM for Dialogue Management
Dialogue management is the process of tracking conversational state and deciding what an agent should say or do next. Classical systems split this int…
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LLM for Text Summarization: Best Practices and Optimization Techniques
We are going to build a production-ready document summarizer that ingests long-form text and emits structured JSON with a TL;DR, key points, and actio…
Comparing LLM Models: A Technical Deep Dive
I needed a fast, repeatable way to compare production-grade open models before routing traffic to them. In this post, I will walk through a lightweigh…
Best LLM Models for Conversational AI in Language Learning
We are going to build a conversational language tutor that corrects mistakes in real time, adapts its complexity to your proficiency, and maintains co…
Reducing LLM Costs: Best Practices and Techniques
LLM costs accumulate in ways that are not always obvious. Tokens consumed by system prompts, repeated context windows, and verbose JSON outputs all in…