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Mona — Learn from What We Build

Practical insights, concise notes and hands-on guides — created by developers, for developers.

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Fresh insights and lessons from our recent explorations.

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Groq Code CLI Internal

How Groq Code CLI works internally.

8/16/2025
foxgem
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Prompt Engineering Knowledge Cards

A set of knowledge cards summarizing best practices and techniques for effective prompt engineering with LLMs, based on the Google Prompt Engineering Whitepaper.

7/6/2025
foxgem
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Latest Cards

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Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning

RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning

MCPEval: Automatic MCP-based Deep Evaluation for AI Agent Models

Learning without training: The implicit dynamics of in-context learning

Retrieval-Augmented Reasoning with Lean Language Models

MCP vs CLI: Benchmarking Tools for Coding Agents

The MCP Security Survival Guide: Best Practices, Pitfalls, and Real-World Lessons

Tree of Thoughts: Deliberate Problem Solving with Large Language Models

Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models