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Understanding the AI Agents Ecosystem
Understanding the AI Agents Ecosystem
Curriculum
9 Sections
71 Lessons
Lifetime
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STORAGE
8
1.1
Weaviate: Open-Source Vector Database
30 Minutes
1.2
Chroma: The AI-Native Open-Source Vector Database
30 Minutes
1.3
Supabase: Open-Source Backend as a Service
30 Minutes
1.4
Qdrant: High-Performance Vector Database and Search Engine
30 Minutes
1.5
Milvus: Open-Source Vector Database
30 Minutes
1.6
Neon – Lighting – Fast AI Storage, Engineered for Brilliance.
30 Minutes
1.7
Pinecone: High-Performance Vector Database
30 Minutes
1.8
Quiz – Storage
30 Minutes
15 Questions
MEMORY
5
2.1
MemGPT: Enhancing Language Models with Advanced Memory Management
30 Minutes
2.2
LangMem: Long-Term Memory for Conversational AI
30 Minutes
2.3
Zep: Advanced AI-Powered Memory Management Platform
30 Minutes
2.4
Mem0: AI-Powered Smart Memory and Knowledge Management Platform
30 Minutes
2.5
Quiz – Memory
30 Minutes
11 Questions
VERTICAL AGENTS
11
3.1
Decagon: AI-Powered Financial Analysis Agent
30 Minutes
3.2
Cognition: AI Research Assistant for Data Synthesis
30 Minutes
3.3
11x: AI Agent for Business Productivity Enhancement
30 Minutes
3.4
Harvey: AI-Powered Legal Research and Contract Analysis
30 Minutes
3.5
Lindy: AI Executive Assistant for Professionals
30 Minutes
3.6
Sierra: AI-Powered Automation and Business Process Management Platform
30 Minutes
3.7
Replit: AI-Powered Cloud-Based Development Platform
30 Minutes
3.8
Please.AI: AI-Powered Text Generation and Content Editing Platform
30 Minutes
3.9
Dosu – Your AI-Powered Code Maintenance and Documentation Assistant
30 Minutes
3.10
Perplexity.AI: AI-Powered Search Engine
30 Minutes
3.11
Quiz – Vertical Agents
30 Minutes
31 Questions
TOOL LIBRARIES / SANDBOXES
6
4.1
E2B: AI-Powered Sandbox for Software Development & Testing
30 Minutes
4.2
Modal – The AI Lab in Your Hands.
30 Minutes
4.3
Composio: AI-Driven Workflow Automation & Tool Integration
30 Minutes
4.4
Exa: Web Search and Data Access Platform for AI
30 Minutes
4.5
BrowserBase – Code in the Clouds, Run in Seconds.
30 Minutes
4.6
Quiz – Tool Libraries/Sandboxes
30 Minutes
5 Questions
AGENT HOSTING & SERVING
7
5.0
Letta: AI Agent Hosting & Management Platform
30 Minutes
5.1
LiveKit: AI-Powered Real-Time Audio & Video Infrastructure
30 Minutes
5.2
Amazon Bedrock: Serverless AI Model Deployment Platform
30 Minutes
5.3
Agents API: AI-Powered Agent Hosting & Execution
30 Minutes
5.4
Assistant API: AI-Powered Virtual Assistant Framework
30 Minutes
5.5
LangGraph: Low-Level Orchestration Framework for AI Agents
30 Minutes
5.6
Quiz – Agent Hosting & Serving
30 Minutes
20 Questions
AGENT FRAMEWORKS
21
6.1
DSPy: AI Model Training & Fine-Tuning Framework
30 Minutes
6.2
LangGraph: AI Workflow Orchestration for Complex Applications
6.3
LlamaIndex: Data Indexing for Large Language Models (LLMs)
30 Minutes
6.4
Phidata: AI-Powered Data Pipeline Automation
30 Minutes
6.5
CrewAI: Advanced Orchestration Framework for Multiple AI Agents
30 Minutes
6.6
Auto-GPT: Open-Source Application for Autonomous AI Agents
30 Minutes
6.7
Semantic Kernel – Memory, Planning, and Execution in One AI Framework.
30 Minutes
6.8
AutogenAI – AI That Thinks, Links, and Syncs.
30 Minutes
6.9
Praison AI: AI-Powered Multi-Agent Collaboration Framework
30 Minutes
6.10
NVIDIA: AI Frameworks & High-Performance Computing for AI
30 Minutes
6.11
Mirascope: AI-Powered Autonomous Agent Framework
30 Minutes
6.12
Requesty: AI-Powered Workflow Automation & Request Processing
30 Minutes
6.13
Open-Swarm-Net: Decentralized AI Agent Communication Framework
30 Minutes
6.14
Restack: AI-Powered Data Processing & Workflow Automation
30 Minutes
6.15
Twilio: AI-Powered Communication APIs
30 Minutes
6.16
Farama: AI Reinforcement Learning Framework
30 Minutes
6.17
LobeHub: AI-Driven Workspace Automation Platform
30 Minutes
6.18
AWS Labs: AI Agent Framework & Development Tools
30 Minutes
6.19
Haystack: Open-Source NLP Framework for Search and QA
30 Minutes
6.20
Fetch: AI for Decentralized Autonomous Agents
30 Minutes
6.21
Quiz – Agent Frameworks
30 Minutes
25 Questions
MODEL SERVING
13
7.1
DeepSeek: AI Model Serving & Optimization Platform
30 Minutes
7.2
Gemini: Google’s Multimodal AI Model
30 Minutes
7.3
SGL: Scalable AI Model Deployment & Inference
30 Minutes
7.4
Anthropic: AI Research & Responsible Model Development
30 Minutes
7.5
Groq: High-Performance AI Acceleration for Enterprise Applications
30 Minutes
7.6
vLLM: High-Performance AI Model Serving for Large-Scale Applications
30 Minutes
7.7
Together AI: AI Acceleration Cloud
30 Minutes
7.8
LM Studio – Turning AI models into Real- World Solutions.
30 Minutes
7.9
Mistral AI: AI and Machine Learning Platform
30 Minutes
7.10
OLLAMA: Local AI Model Deployment Platform
30 Minutes
7.11
OpenAI – Open Possibilities, Evolve intelligence.
30 Minutes
7.12
Fireworks AI: AI Model Optimization and Customization Platform
30 Minutes
7.13
Quiz – Model Serving
30 Minutes
35 Questions
OBSERVABILITY
7
8.1
Arize: AI Observability & Model Monitoring
30 Minutes
8.2
Weave: AI Model Debugging & Monitoring Framework
30 Minutes
8.3
LangSmith: AI Testing & Observability Platform
30 Minutes
8.4
AgentOps: A Platform for Reliable and Efficient AI Agents
30 Minutes
8.5
Langfuse: Monitor and Optimize Your LLM Applications
30 Minutes
8.6
Braintrust: AI-Powered Freelance Platform
30 Minutes
8.7
Quiz – Observability
30 Minutes
10 Questions
Future Reading
1
9.0
AI Agents Reports
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