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Build with AI
Builder mindset — architectures, patterns, hands-on
Chatbots
FAQ vs Task vs Copilot Bots
State & Memory Management
Retrieval vs Generation
Chatbot Evaluation
RAG
When RAG is Needed
Long Context vs RAG
Chunking & Embeddings
Hybrid Search & Reranking
Citations & Provenance
RAG Pitfalls
RAG Evaluation
Agents
What is an Agent
Tool Calling Patterns
Multi-Agent Systems
Guardrails & Permissions
Agent Failure Modes
Workflows & Automation
Deterministic vs Agentic
Orchestration Tools
Human-in-the-Loop
Error Handling & Observability
Voice Assistants
Voice Pipeline Architecture
Latency Design
Wake Words & Privacy
On-Device vs Cloud
MCP & Tooling
What is MCP
Servers, Tools, Resources
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Evaluation & Testing
Prompt Unit Tests
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Synthetic Data
Red-Team & Safety Tests
Cost & Performance Tradeoffs
LLM-as-Judge Evaluation
Computer Use Agents
What is Computer Use
Major Implementations
Sandboxing & Security
Use Cases & Limitations
Reference Architectures
RAG Chatbot Architecture
Voice Pipeline Architecture
Coding Agent Architecture
Hybrid Router Pattern