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Designing Instruction Validation Systems for LLM Applications

7 chapters · 35 lessons

1. 1. Specification Failures in LLM Systems

   4 lessons

   Understand why user instructions fail and how to distinguish specification errors from model errors.

2. 2. Instruction Grounding Fundamentals

   5 lessons

   Learn to compare user requests against available evidence and establish grounded task boundaries.

3. 3. Multi-Stage Workflow Architecture

   5 lessons

   Design LLM pipelines that separate task repair from task execution across validation, refinement, and generation stages.

4. 4. Aspect Refinement for Summarization

   6 lessons

   Build systems that validate, merge, remove, and add aspects before generating aspect-based summaries.

5. 5. Task Repair Techniques

   5 lessons

   Implement methods to fix incomplete, conflicting, or misaligned user requests before execution.

6. 6. Domain-Specific Validation Patterns

   5 lessons

   Apply instruction validation to financial analysis, product research, compliance, and enterprise search use cases.

7. 7. Evaluation and Production Deployment

   5 lessons

   Measure instruction validation effectiveness and deploy grounded LLM systems safely at scale.