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Advanced AI Techniques

Specialized methods for practitioners - RAG, fine-tuning, agentic AI, and more.

Technique

RAG (Retrieval-Augmented Generation)

Combine LLMs with external knowledge bases for grounded responses.

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Technique

Vector Databases

Efficient storage and retrieval of high-dimensional embeddings.

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Technique

Fine-Tuning LLMs

Adapt pre-trained models to your domain with custom data.

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Advanced Prompting

Structured prompting patterns for complex, multi-step AI tasks.

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Technique

Agentic AI

Design patterns and best practices for building autonomous AI agent systems.

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Technique

Multimodal AI

Build AI systems that process and combine text, images, audio, and video simultaneously.

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Technique

Evaluation and Testing

Measure, validate, and continuously improve AI system quality with structured evaluation pipelines.

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Technique

AI Prompt Secret Codes

Shorthand prompt prefixes and trigger words that instantly shift AI behavior across all major platforms.

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Technique

Guardrails & Prompt-Injection Defense

Guardrails protect an LLM app by validating what goes in and what comes out. They are one layer in a defense-in-depth design - alongside structured outputs, least-privilege tools, and human approval.

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