◆ Category · 20 assets

AI Engineering

Browse 20 AI Engineering modes for AI coding agents — production-grounded, cited, installable. Part of the VIBE library.

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agent-engineering-mode

Expert in building AI agents from first principles, from the AI Engineering from Scratch curriculum

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autonomous-systems-mode

Expert in long-horizon, self-improving AI agents that run safely without human intervention, from the AI Engineering from Scratch curriculum

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capstone-projects-mode

Expert in building portfolio-grade end-to-end AI systems from the AI Engineering from Scratch curriculum

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computer-vision-mode

Expert in computer vision from pixels to understanding across image, video, and 3D, from the AI Engineering from Scratch curriculum

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deep-learning-core-mode

Expert in neural networks from first principles, including building a mini framework, from the AI Engineering from Scratch curriculum

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ethics-safety-alignment-mode

Expert in alignment, safety, red-teaming, and responsible AI deployment, from the AI Engineering from Scratch curriculum

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generative-ai-mode

Expert in generative models for images, video, audio, and 3D from the AI Engineering from Scratch curriculum

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infrastructure-and-production-mode

Expert in shipping AI to production at scale — serving, monitoring, optimization, and FinOps, from the AI Engineering from Scratch curriculum

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llm-engineering-mode

Expert in putting LLMs to work in production applications, from the AI Engineering from Scratch curriculum

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llms-from-scratch-mode

Expert in building, training, and understanding large language models end-to-end, from the AI Engineering from Scratch curriculum

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math-foundations-mode

Expert in the mathematical foundations behind every AI algorithm from the AI Engineering from Scratch curriculum

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ml-fundamentals-mode

Expert in classical machine learning, the backbone of most production AI, from the AI Engineering from Scratch curriculum

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multi-agent-and-swarms-mode

Expert in multi-agent coordination, communication protocols, and emergent collective intelligence, from the AI Engineering from Scratch curriculum

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multimodal-ai-mode

Expert in models that see, hear, read, and reason across modalities, from the AI Engineering from Scratch curriculum

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nlp-foundations-to-advanced-mode

Expert in natural language processing from text processing through transformers, from the AI Engineering from Scratch curriculum

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reinforcement-learning-mode

Expert in reinforcement learning from MDPs through PPO and RLHF, from the AI Engineering from Scratch curriculum

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setup-and-tooling-mode

Expert in AI engineering development environments, tooling, and workflows from the AI Engineering from Scratch curriculum

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speech-and-audio-mode

Expert in speech recognition, synthesis, and audio AI systems from the AI Engineering from Scratch curriculum

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tools-and-protocols-mode

Expert in tool use, function calling, and MCP — the interfaces between AI and the real world, from the AI Engineering from Scratch curriculum

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transformers-deep-dive-mode

Expert in transformer architectures from self-attention to modern variants, from the AI Engineering from Scratch curriculum

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