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Practical development notes, interactive tutorials, and browser-first tools by Inamullah Khan.

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AI Agents

Tool use, retrieval, guardrails, human review, evaluation, and production workflow design.

3 Articles
AI Agents

AI Agent Architecture: Tools, Memory, and Human Review

How to decide when an AI workflow needs retrieval, tools, memory, structured outputs, and approval steps.

An agent should not be a chatbot with permissions. A reliable AI workflow has clear tools, bounded context, logs, evaluation, and human review where mistakes matter.

13 minAI Agents / Tools / Human Review
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AI Agents

Design AI Workflow Guardrails Before Users Touch It

Prompt boundaries, structured outputs, retrieval checks, evaluation fixtures, fallback states, and rollout safety.

Guardrails are not just safety policy. They are product design: what the AI can do, what it must not do, when it asks for help, and how failures are recovered.

12 minAI Agents / Guardrails / Evaluation
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AI Agents

AI Agent Evals with Small Fixtures Before Production

How to test prompts, tools, retrieval, structured outputs, and fallback behavior without pretending it is magic.

AI workflows need repeatable checks before real users rely on them. Small evaluation fixtures catch prompt drift, retrieval gaps, tool failures, and unsafe outputs early.

12 minAI Agents / Evaluation / Testing
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