---
title: "Aiagentsinaction"
id: "11221"
type: "page"
slug: "aiagentsinaction"
published_at: "2026-07-19T14:55:27+00:00"
modified_at: "2026-07-20T00:20:06+00:00"
url: "https://preppers-paradise.com/library/aiagentsinaction/"
markdown_url: "https://preppers-paradise.com/library/aiagentsinaction.md"
excerpt: "This content provides practical guidance for building, optimizing, and deploying custom AI assistants. It covers crucial aspects such as managing resource consumption for advanced features to prevent account limitations, understanding the potential economics and motivations behind publishing assista"
taxonomy_category:
  - "AI &amp; Machine Learning"
  - "Books"
  - "Free Teaser"
taxonomy_post_tag:
  - "ai application deployment"
  - "ai assistants"
  - "custom chatbots"
  - "gpt development"
  - "platform economics"
  - "prompting strategies"
  - "publishing ai"
  - "resource optimization"
---

# 3.6 Exercises

This content provides practical guidance for building, optimizing, and deploying custom AI assistants. It covers crucial aspects such as managing resource consumption for advanced features to prevent account limitations, understanding the potential economics and motivations behind publishing assistants, and the step-by-step process with key considerations for releasing them to a public store. Readers will learn how to create efficient and user-friendly AI assistants and prepare them for broader use.

This page is free — overview and chapter list only.
Full book: $2.99 USDC · Per chapter: $0.25 USDC
[Buy / open complete book](/library/complete/aiagentsinaction/) · [Complete book Markdown](/library/complete/aiagentsinaction.md)

## Chapters

1. [351 Expensive Gpt Assistants](/library/aiagentsinaction/01-351-expensive-gpt-assistants/) (Free teaser)
1. [353 Releasing The Gpt](/library/aiagentsinaction/02-353-releasing-the-gpt/) ($0.25)
1. [411 Installing And Using Autogen Studio](/library/aiagentsinaction/03-411-installing-and-using-autogen-studio/) ($0.25)
1. [412 Adding Skills In Autogen Studio](/library/aiagentsinaction/04-412-adding-skills-in-autogen-studio/) ($0.25)
1. [422 Enhancing Code Output With Agent Critics](/library/aiagentsinaction/05-422-enhancing-code-output-with-agent-critics/) ($0.25)
1. [The Telephone Game](/library/aiagentsinaction/06-the-telephone-game/) ($0.25)
1. [Listing 410 Autogetcodinggrouppy Relevant Sections](/library/aiagentsinaction/07-listing-410-autogetcodinggrouppy-relevant-sections/) ($0.25)
1. [Listing 412 Crewai Introductionpy Task Section](/library/aiagentsinaction/08-listing-412-crewai-introductionpy-task-section/) ($0.25)
1. [Listing 418 Crewaicodingcrewpy Task Section](/library/aiagentsinaction/09-listing-418-crewaicodingcrewpy-task-section/) ($0.25)
1. [Tasks](/library/aiagentsinaction/10-tasks/) ($0.25)
1. [Tasks 2](/library/aiagentsinaction/11-tasks-2/) ($0.25)
1. [Tasks 3](/library/aiagentsinaction/12-tasks-3/) ($0.25)
1. [522 Actioning Function Calls](/library/aiagentsinaction/13-522-actioning-function-calls/) ($0.25)
1. [531 Getting Started With Sk Semantic Functions](/library/aiagentsinaction/14-531-getting-started-with-sk-semantic-functions/) ($0.25)
1. [541 Creating And Registering A Semantic Skillplugin](/library/aiagentsinaction/15-541-creating-and-registering-a-semantic-skillplugin/) ($0.25)
1. [Listing 511 Recommendmoviesconfigjson](/library/aiagentsinaction/16-listing-511-recommendmoviesconfigjson/) ($0.25)
1. [551 Building A Semantic Gpt Interface](/library/aiagentsinaction/17-551-building-a-semantic-gpt-interface/) ($0.25)
1. [553 Interactive Chat With The Semantic Service Layer](/library/aiagentsinaction/18-553-interactive-chat-with-the-semantic-service-layer/) ($0.25)
1. [611 Understanding Behavior Tree Execution](/library/aiagentsinaction/19-611-understanding-behavior-tree-execution/) ($0.25)
1. [613 Running Behavior Trees With Python And Pytrees](/library/aiagentsinaction/20-613-running-behavior-trees-with-python-and-pytrees/) ($0.25)
1. [621 Installing And Running The Playground](/library/aiagentsinaction/21-621-installing-and-running-the-playground/) ($0.25)
1. [622 Using And Building Custom Actions](/library/aiagentsinaction/22-622-using-and-building-custom-actions/) ($0.25)
1. [623 Installing The Assistants Database](/library/aiagentsinaction/23-623-installing-the-assistants-database/) ($0.25)
1. [625 Investigating The Assistant Process Through Logs](/library/aiagentsinaction/24-625-investigating-the-assistant-process-through-logs/) ($0.25)
1. [631 Managing Assistants With Assistants](/library/aiagentsinaction/25-631-managing-assistants-with-assistants/) ($0.25)
1. [632 Building A Coding Challenge Abt](/library/aiagentsinaction/26-632-building-a-coding-challenge-abt/) ($0.25)
1. [633 Conversational Ai Systems Vs Other Methods](/library/aiagentsinaction/27-633-conversational-ai-systems-vs-other-methods/) ($0.25)
1. [634 Posting Youtube Videos To X](/library/aiagentsinaction/28-634-posting-youtube-videos-to-x/) ($0.25)
1. [Youtube Search And Spam](/library/aiagentsinaction/29-youtube-search-and-spam/) ($0.25)
1. [Tasks 4](/library/aiagentsinaction/30-tasks-4/) ($0.25)
1. [711 Running Nexus](/library/aiagentsinaction/31-711-running-nexus/) ($0.25)
1. [712 Developing Nexus](/library/aiagentsinaction/32-712-developing-nexus/) ($0.25)
1. [721 Building A Streamlit Chat Application](/library/aiagentsinaction/33-721-building-a-streamlit-chat-application/) ($0.25)
1. [722 Creating A Streaming Chat Application](/library/aiagentsinaction/34-722-creating-a-streaming-chat-application/) ($0.25)
1. [82 The Basics Of Retrieval Augmented Generation Rag](/library/aiagentsinaction/35-82-the-basics-of-retrieval-augmented-generation-rag/) ($0.25)
1. [831 Applying Vector Similarity Search](/library/aiagentsinaction/36-831-applying-vector-similarity-search/) ($0.25)
1. [Cosine Distanceab 1 Cosine Similarityab](/library/aiagentsinaction/37-cosine-distanceab-1-cosine-similarityab/) ($0.25)
1. [842 Splitting Documents By Token With Langchain](/library/aiagentsinaction/38-842-splitting-documents-by-token-with-langchain/) ($0.25)
1. [861 Consuming Memory Stores In Nexus](/library/aiagentsinaction/39-861-consuming-memory-stores-in-nexus/) ($0.25)
1. [862 Semantic Memory And Applications To Semantic Episodic An](/library/aiagentsinaction/40-862-semantic-memory-and-applications-to-semantic-episodic-an/) ($0.25)
1. [Tasks 5](/library/aiagentsinaction/41-tasks-5/) ($0.25)
1. [931 Getting Started](/library/aiagentsinaction/42-931-getting-started/) ($0.25)
1. [932 Creating Profiles With Jinja2 Templates](/library/aiagentsinaction/43-932-creating-profiles-with-jinja2-templates/) ($0.25)
1. [933 Deploying A Prompt Flow Api](/library/aiagentsinaction/44-933-deploying-a-prompt-flow-api/) ($0.25)
1. [94 Evaluating Profiles Rubrics And Grounding](/library/aiagentsinaction/45-94-evaluating-profiles-rubrics-and-grounding/) ($0.25)
1. [The System Prompt Describes A Generic Recommender That Works](/library/aiagentsinaction/46-the-system-prompt-describes-a-generic-recommender-that-works/) ($0.25)
1. [95 Understanding Rubrics And Grounding](/library/aiagentsinaction/47-95-understanding-rubrics-and-grounding/) ($0.25)
1. [96 Grounding Evaluation With An Llm Profile](/library/aiagentsinaction/48-96-grounding-evaluation-with-an-llm-profile/) ($0.25)
1. [971 Parsing The Llm Evaluation Output](/library/aiagentsinaction/49-971-parsing-the-llm-evaluation-output/) ($0.25)
1. [Before Parsing](/library/aiagentsinaction/50-before-parsing/) ($0.25)
1. [972 Running Batch Processing In Prompt Flow](/library/aiagentsinaction/51-972-running-batch-processing-in-prompt-flow/) ($0.25)
1. [973 Creating An Evaluation Flow For Grounding](/library/aiagentsinaction/52-973-creating-an-evaluation-flow-for-grounding/) ($0.25)
1. [Listing 94 Aggregatepy](/library/aiagentsinaction/53-listing-94-aggregatepy/) ($0.25)
1. [Tasks 6](/library/aiagentsinaction/54-tasks-6/) ($0.25)
1. [Summary](/library/aiagentsinaction/55-summary/) ($0.25)
1. [This Chapter Covers](/library/aiagentsinaction/56-this-chapter-covers/) ($0.25)
1. [1011 Question And Answer Prompting](/library/aiagentsinaction/57-1011-question-and-answer-prompting/) ($0.25)
1. [Listing 101 Question Answer Prompting Flow](/library/aiagentsinaction/58-listing-101-question-answer-prompting-flow/) ($0.25)
1. [Listing 102 Questionanswerjinja2](/library/aiagentsinaction/59-listing-102-questionanswerjinja2/) ($0.25)
1. [Zero Shot One Shot And Few Shot Learning](/library/aiagentsinaction/60-zero-shot-one-shot-and-few-shot-learning/) ($0.25)
1. [Listing 103 Few Shot Prompting Flow](/library/aiagentsinaction/61-listing-103-few-shot-prompting-flow/) ($0.25)
1. [Listing 104 Fewshotjinja2](/library/aiagentsinaction/62-listing-104-fewshotjinja2/) ($0.25)
1. [1013 Extracting Generalities With Zero Shot Prompting](/library/aiagentsinaction/63-1013-extracting-generalities-with-zero-shot-prompting/) ($0.25)
1. [Listing 105 Zero Shot Prompting Flow](/library/aiagentsinaction/64-listing-105-zero-shot-prompting-flow/) ($0.25)
1. [Listing 106 Zeroshotjinja2](/library/aiagentsinaction/65-listing-106-zeroshotjinja2/) ($0.25)
1. [Reasoning And Planning](/library/aiagentsinaction/66-reasoning-and-planning/) ($0.25)
1. [Listing 107 Chain Of Thought Prompting Flow](/library/aiagentsinaction/67-listing-107-chain-of-thought-prompting-flow/) ($0.25)
1. [Listing 108 Cotjinja2](/library/aiagentsinaction/68-listing-108-cotjinja2/) ($0.25)
1. [Listing 109 Evaluateanswerjinja2](/library/aiagentsinaction/69-listing-109-evaluateanswerjinja2/) ($0.25)
1. [Listing 1010 Zero Shot Cot Prompting Flow](/library/aiagentsinaction/70-listing-1010-zero-shot-cot-prompting-flow/) ($0.25)
1. [A1 Accessing Openai Accounts And Keys](/library/aiagentsinaction/71-a1-accessing-openai-accounts-and-keys/) ($0.25)
1. [A2 Azure Openai Studio Keys And Deployments](/library/aiagentsinaction/72-a2-azure-openai-studio-keys-and-deployments/) ($0.25)
1. [B1 Downloading The Source Code](/library/aiagentsinaction/73-b1-downloading-the-source-code/) ($0.25)
1. [B2 Installing Python](/library/aiagentsinaction/74-b2-installing-python/) ($0.25)
1. [B4 Installing Vs Code Python Extensions](/library/aiagentsinaction/75-b4-installing-vs-code-python-extensions/) ($0.25)
1. [B5 Creating A New Python Environment With Vs Code](/library/aiagentsinaction/76-b5-creating-a-new-python-environment-with-vs-code/) ($0.25)
1. [B6 Using Vs Code Dev Containers Docker](/library/aiagentsinaction/77-b6-using-vs-code-dev-containers-docker/) ($0.25)
1. [The Manning Early Access Program](/library/aiagentsinaction/78-the-manning-early-access-program/) ($0.25)
1. [A New Online Reading Experience](/library/aiagentsinaction/79-a-new-online-reading-experience/) ($0.25)
1. [Al Agents In Action](/library/aiagentsinaction/80-al-agents-in-action/) ($0.25)
