·AI Agents and LLMs
Building AI Products With Human-in-the-Loop
Automation is not all-or-nothing. Learn how to design effective Human-in-the-Loop (HITL) systems that combine AI speed with human judgment.
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14 articles
·Automation
Module 1 Lesson 4: The n8n UI & Node Anatomy
Learn your way around the canvas. Master the n8n interface, the sidebar, the execution logs, and exactly what happens inside a single 'Node'.
·AWS Bedrock
Module 5 Lesson 1: Streaming Responses
The Typing Effect. How to use converse_stream to send tokens to your UI as they are generated.
·AWS Bedrock
Module 8 Lesson 2: Source Attribution
Proving the Answer. How to extract citations and references to show users exactly where the AI found its information.
·LangChain
Module 2 Lesson 3: Streaming Responses
Zero Latency UX. How to use LangChain's .stream() method to display text as it's being generated.
·Agentic AI
Module 16 Lesson 1: The Chat Box is Not Enough
Breaking the box. Why traditional chat interfaces fail to communicate the complexity of multi-agent systems.
·Agentic AI
Module 16 Lesson 2: Generative UI
Beyond text. How to use Vercel AI SDK and specialized tokens to render interactive UI components (dashboards, charts) on the fly.
·Agentic AI
Module 16 Lesson 3: Streaming Intermediate Steps
Watch the agent work. How to capture and stream the 'Thought' and 'Action' phases to the UI in real-time.
·Agentic AI
Module 16 Lesson 4: Designing for Long Latency
Patience is a virtue. How to handle research tasks that take minutes to finish using notifications and async status pages.
·Agentic AI
Module 16 Lesson 5: Multi-Modal Agents
See and hear. Designing interfaces that allow agents to process images, diagrams, and voice commands.
·Agentic AI
Module 16 Wrap-up: The Experience Engineer
Hands-on: Design a dashboard concept for a multi-agent research crew that shows planning and status.
·Agentic AI
Module 3 Lesson 5: Human-in-the-Loop Pattern
The safety net. When and how to pause an autonomous agent to ask for human approval.
·AI & LLMs
Module 3 Lesson 6: Streaming Responses
Words as they happen. Why streaming is the secret to a fast-feeling AI application.
·AI & LLMs
Module 9 Lesson 3: Output Control
Precision generation. Techniques to limit the model's verbosity and ensure it stays within character limits.