Writing & Insights
Architecture notes
Articles on AI system architecture, conversational AI testing, evaluation loops, and applied LLM deployment — published on Medium.
01
How to Automatically Test Conversational AI Systems Using LLMs
A practical walkthrough for using LLMs as evaluators to test conversational flows, score responses, and catch regressions in AI systems.
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02
RAG and Conversational Patterns
Design patterns for retrieval-driven assistants with grounded responses and reliable context flow.
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03
Guardian-Critic Agent Workflows
Practical multi-agent guardrails for review loops, policy checks, and measurable output quality.
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04
Orchestrator and Swarm Patterns
Coordination approaches for agent handoffs, state management, and task decomposition in production.
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05
Evaluation Loops for AI Assistants
How to build feedback-driven scoring loops that improve clarity, structure, and consistency.
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