Planning Fundamentals - How Agents Plan Actions | Acadictive

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Agentic AI Modules

🎯

Foundations

Level 1

What is Agentic AI?
Agents vs Simple LLM Apps
Evolution of AI Agents
Anatomy of an Agent
Core Agent Capabilities
Current Limitations
Key Terminology & Concepts
The Agentic AI Ecosystem
Use Cases Overview
Your First Agent Demo

🛠️

Tool Use

Level 2

Tool Calling Basics
Function Schemas & Definitions
Tool Selection Strategies
Tool Execution & Results
Building Custom Tools
Tool Composition Patterns
Error Handling in Tools
Tool Libraries & Registries
Parallel Tool Calling
Interactive Tool Playground

🧭

Planning

Level 3

Planning Fundamentals
Task Decomposition
Chain of Thought
ReAct Pattern (Reason + Act)
Plan-and-Execute Framework
Replanning & Adaptation
Goal-Oriented Planning
Constraint Handling
Planning Under Uncertainty
Planning Strategy Simulator

🧠

Memory

Level 4

Types of Agent Memory
Short-Term Memory
Long-Term Memory Storage
Semantic Memory
Episodic Memory
Vector Databases for Memory
Memory Retrieval Strategies
Memory Consolidation
Managing Context Windows
Interactive Memory Demo

⚙️

Frameworks

Level 5

Framework Landscape
LangChain Agents
LangGraph for Workflows
AutoGen Framework
CrewAI Basics
Microsoft Semantic Kernel
Haystack Agents
Building Your Own Framework
Framework Comparison
Choosing the Right Framework

👥

Multi-Agent

Level 6

Introduction to Multi-Agent Systems
Agent Communication Protocols
Agent Coordination Patterns
Hierarchical Agent Systems
Collaborative Agent Teams
Agent Roles & Specialization
Consensus in Multi-Agent Systems
Agent Negotiation
Swarm Intelligence
Multi-Agent Simulator

🎼

Orchestration

Level 7

Orchestration Basics
Workflow Design Patterns
State Machines for Agents
Graph-Based Workflows
Event-Driven Agents
Human-in-the-Loop Systems
Approval & Review Workflows
Workflow Monitoring
Error Recovery Strategies
Interactive Workflow Builder

🛡️

Safety

Level 8

Agent Safety Introduction
Implementing Guardrails
Constraint Systems
Permission & Access Models
Policy Engines
Risk Assessment
Agent Alignment Strategies
Audit Logging & Traceability
Ethical Considerations
Safety Testing Sandbox

📊

Evaluation

Level 9

Introduction to Agent Evaluation
Task Success Metrics
Agent Benchmarking
Reliability Testing
Cost Optimization
Latency & Performance
User Experience Metrics
Deployment Strategies
Monitoring & Observability
Production Readiness Checklist

🚀

Advanced

Level 10

Advanced Reasoning Techniques
Self-Improving Agents
Meta-Learning for Agents
Simulation Environments
Agent Marketplaces
Autonomous Research Agents
Code-Writing Agents
Cross-Domain Agents
Future of Agentic AI
Capstone: Build Your Agent

🤖 Master Agentic AI

Learn to build autonomous AI agents from foundations to production deployment.

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