# Real-time AI interactions

Published articles for Real-time AI interactions.

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## Ep. 4: Streamlining Prompt Engineering and Context Handling in Generative AI

DevFeed: [Ep. 4: Streamlining Prompt Engineering and Context Handling in Generative AI](<https://devfeed.tech/articles/ep-4-streamlining-prompt-engineering-and-context-handling-in-generative-ai-22255.md>)

Original publisher: [Read original article](<https://www.ardanlabs.com/blog/2024/07/streamlining-prompt-engineering-and-context-handling-in-generative-ai-ep4.html>)

Published: 2024-08-08T00:00:00Z

Content type: tutorial

Language: en

Sources: [William Kennedy](<https://devfeed.tech/sources/william-kennedy.md>)

Topics: [Prompt Engineering](<https://devfeed.tech/topics/prompt-engineering.md>), [context](<https://devfeed.tech/topics/context.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-case-studies](<https://devfeed.tech/tags/ai-case-studies.md>), [ai-command-line-interfaces](<https://devfeed.tech/tags/ai-command-line-interfaces.md>), [ai-context-management](<https://devfeed.tech/tags/ai-context-management.md>), [ai-context-switching](<https://devfeed.tech/tags/ai-context-switching.md>), [ai-contextual-responses](<https://devfeed.tech/tags/ai-contextual-responses.md>), [ai-development-techniques](<https://devfeed.tech/tags/ai-development-techniques.md>), [ai-input-loops](<https://devfeed.tech/tags/ai-input-loops.md>), [ai-integration-strategies](<https://devfeed.tech/tags/ai-integration-strategies.md>), [ai-model-optimization](<https://devfeed.tech/tags/ai-model-optimization.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-prompt-templates](<https://devfeed.tech/tags/ai-prompt-templates.md>), [building-ai-systems](<https://devfeed.tech/tags/building-ai-systems.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [context](<https://devfeed.tech/tags/context.md>), [context-aware-ai](<https://devfeed.tech/tags/context-aware-ai.md>), [dynamic-prompt-templating](<https://devfeed.tech/tags/dynamic-prompt-templating.md>), [efficient-ai-interactions](<https://devfeed.tech/tags/efficient-ai-interactions.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [generative](<https://devfeed.tech/tags/generative.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [interactive-ai-systems](<https://devfeed.tech/tags/interactive-ai-systems.md>), [intro-to-generative-ai-series](<https://devfeed.tech/tags/intro-to-generative-ai-series.md>), [managing-multiple-contexts-in-ai](<https://devfeed.tech/tags/managing-multiple-contexts-in-ai.md>), [prompt](<https://devfeed.tech/tags/prompt.md>), [prompt-engineering](<https://devfeed.tech/tags/prompt-engineering.md>), [real-time-ai-interactions](<https://devfeed.tech/tags/real-time-ai-interactions.md>), [switching](<https://devfeed.tech/tags/switching.md>), [terminal-input-in-ai](<https://devfeed.tech/tags/terminal-input-in-ai.md>)

### AI overview

Episode 4 of an introductory Generative AI series explains prompt templating, context management, and interactive AI systems. It demonstrates using dynamic prompt templates, incorporating context from files, switching between contexts, and accepting terminal input and command-line arguments.

### Source excerpt

Introduction: Welcome to Episode 4 of our Intro to Generative AI series! In this episode, Daniel dives into the essential technique of prompt engineering, focusing on creating dynamic and interactive prompts to enhance the capabilities of AI models. Prompt Templating: Techniques for creating and using dynamic prompt templates to enhance AI interactions. Context Management: Strategies for integrating and switching between multiple contexts in AI applications. Interactive Systems: Building AI systems that respond to user inputs in real-time, using terminal input loops and command-line arguments.

## Ep. 3: Proper Prompt Formatting for Enhanced AI Model Performance

DevFeed: [Ep. 3: Proper Prompt Formatting for Enhanced AI Model Performance](<https://devfeed.tech/articles/ep-3-proper-prompt-formatting-for-enhanced-ai-model-performance-22250.md>)

Original publisher: [Read original article](<https://www.ardanlabs.com/blog/2024/07/ep3-proper-prompt-formatting-for-enhanced-ai-model-performance.html>)

Published: 2024-07-25T00:00:00Z

Content type: tutorial

Language: en

Sources: [William Kennedy](<https://devfeed.tech/sources/william-kennedy.md>)

Topics: [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>), [API](<https://devfeed.tech/topics/api.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Go Language](<https://devfeed.tech/topics/go-language.md>)

Tags: [ai-generated-responses](<https://devfeed.tech/tags/ai-generated-responses.md>), [ai-integration-techniques](<https://devfeed.tech/tags/ai-integration-techniques.md>), [ai-interaction-best-practices](<https://devfeed.tech/tags/ai-interaction-best-practices.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-prompt-formatting](<https://devfeed.tech/tags/ai-prompt-formatting.md>), [ai-response-quality](<https://devfeed.tech/tags/ai-response-quality.md>), [api](<https://devfeed.tech/tags/api.md>), [api-convenience-for-ai](<https://devfeed.tech/tags/api-convenience-for-ai.md>), [chat-completions-endpoints](<https://devfeed.tech/tags/chat-completions-endpoints.md>), [dynamic-ai-user-experience](<https://devfeed.tech/tags/dynamic-ai-user-experience.md>), [enhancing-ai-model-performance](<https://devfeed.tech/tags/enhancing-ai-model-performance.md>), [generative-ai-series](<https://devfeed.tech/tags/generative-ai-series.md>), [go](<https://devfeed.tech/tags/go.md>), [go-programming-with-ai](<https://devfeed.tech/tags/go-programming-with-ai.md>), [optimizing-ai-prompts](<https://devfeed.tech/tags/optimizing-ai-prompts.md>), [prompt](<https://devfeed.tech/tags/prompt.md>), [proper-prompt-formatting](<https://devfeed.tech/tags/proper-prompt-formatting.md>), [real-time-ai-interactions](<https://devfeed.tech/tags/real-time-ai-interactions.md>), [server-sent-events-sse](<https://devfeed.tech/tags/server-sent-events-sse.md>), [streaming](<https://devfeed.tech/tags/streaming.md>)

### AI overview

This episode explains how structured prompt formats can improve AI model responses, how chat completion APIs simplify prompt construction, and how server-sent events enable incremental response streaming. Examples use the Hermes model and Go.

### Source excerpt

Introduction: Welcome to Episode 3 of our Intro to Generative AI series! In this episode, Daniel explores the critical aspect of prompt formatting when working with AI models, emphasizing how proper formatting can significantly enhance the quality of the AI's responses and overall performance. Prompt Formatting: Learn the importance of using specific prompt formats for AI models to enhance response quality. API Convenience: Discover how chat completions endpoints simplify prompt formatting and improve integration. Response Streaming: Understand how to handle real-time, partial completions using server-sent events (SSE) for dynamic AI interactions.