کتاب الگوهای طراحی هوش مصنوعی مولد

مقدمه

GenAI Design Patterns • Building on Foundational Models • Prompt and Context • Using the Model Provider’s API • Using an LLM-Agnostic Framework • Running Your Model Locally • How Foundational Models Are Created • The Landscape of Foundational Models • Agentic AI • Autonomy • Characteristics of Agents • Fine-Grained Control • Logits • Temperature • Top-K Sampling • Nucleus Sampling • Beam Search • In-Context Learning • Zero-Shot Learning • Few-Shot Learning • Post-Training • Post-Training Methods • Fine-Tuning a Frontier Model • Fine-Tuning an Open-Weight Model • Considerations • The Organization of the Rest of the Book

کنترل سبک محتوا

Pattern 1: Logits Masking • Problem • Solution • Examples • Considerations • References • Pattern 2: Grammar • Problem • Solution • Examples • Considerations • References • Pattern 3: Style Transfer • Problem • Solution • Considerations • References • Pattern 4: Reverse Neutralization • Problem • Solution • Example 1: Generating Legal Text • Example 2: Personal style • Considerations • References • Pattern 5: Content Optimization • Problem • Solution • Example • Considerations • References • Summary

افزودن دانش: بیس

Pattern 6: Basic RAG • Problem • Solution • Example • Considerations • References • Pattern 7: Semantic Indexing • Problem • Solution • Example • Considerations • References • Pattern 8: Indexing at Scale • Problem • Solution • Example • Considerations • References • Summary

افزودن دانش: سنکوپ

Pattern 9: Index-Aware Retrieval • Problem • Solution • Example • Considerations • References • Pattern 10: Node Postprocessing • Problem • Solution • Example • Considerations • References • Pattern 11: Trustworthy Generation • Problem • Solution • Example • Considerations • References • Pattern 12: Deep Search • Problem • Solution • Example • Considerations • References • Summary

گسترش قابلیت‌های مدل

The Limits of LLM Reasoning • Known Capabilities • Unknown Capabilities • Pattern 13: Chain of Thought • Problem • Solution • Examples • Considerations • References • Pattern 14: Tree of Thoughts (ToT) • Problem • Solution • Example • Considerations • References • Pattern 15: Adapter Tuning • Problem • Solution • Example • Considerations • References • Pattern 16: Evol-Instruct • Problem • Solution • Example • Considerations • References • Summary

بهبود قابلیت اطمینان

Pattern 17: LLM-as-Judge • Problem • Solution • Example • Considerations • References • Pattern 18: Reflection • Problem • Solution • Example • Considerations • References • Pattern 19: Dependency Injection • Problem • Example • Solution • Considerations • References • Pattern 20: Prompt Optimization • Problem • Solution • Example • Considerations • References • Summary

توانمندسازی عامل‌ها برای اقدام

Pattern 21: Tool Calling • Problem • Solution • Example • Considerations • References • Pattern 22: Code Execution • Problem • Solution • Example • Considerations • References • Pattern 23: Multiagent Collaboration • Problem • Solution • Example • Considerations • References • Summary

رفع محدودیت‌ها

Pattern 24: Small Language Model • Problem • Solution • Example • Considerations • References • Pattern 25: Prompt Caching • Problem • Solution • Example • Considerations • References • Pattern 26: Inference Optimization • Problem • Solution • Example • References • Pattern 27: Degradation Testing • Problem • Solution • Example • References • Pattern 28: Long-Term Memory • Problem • Solution • Example • Considerations • References • Summary

تنظیم محافظ‌ها

Pattern 29: Template Generation • Problem • Solution • Example • Considerations • References • Pattern 30: Assembled Reformat • Problem • Solution • Example • Considerations • References • Pattern 31: Self-Check • Problem • Solution • Example • Considerations • References • Pattern 32: Guardrails • Problem • Solution • Example • Considerations • References • Summary

جریان‌های کاری عامل‌محور قابل‌تلفیق

Agentic Workflow • Running the Application • What the Application Does • System Architecture • Deployment • Summary