Tag: prompt engineering

Mar, 8 2026

NLP Pipelines vs End-to-End LLMs: When to Use Traditional Processing vs Prompting

Emily Fies

NLP pipelines offer speed and precision for structured tasks, while LLMs excel at complex reasoning. The best approach combines both: use pipelines for preprocessing and LLMs for nuanced understanding. This hybrid model cuts costs, improves accuracy, and meets regulatory needs.

Jan, 31 2026

Self-Consistency Prompting in Generative AI: How Voting Strategies Boost Accuracy

Emily Fies

Self-consistency prompting boosts AI accuracy by generating multiple reasoning paths and selecting the most common answer. It works best on math, logic, and medical tasks - not creative writing. Learn how to use it effectively.

Jan, 1 2026

Prompt Sensitivity Analysis: How Small Changes in Instructions Break LLM Performance

Emily Fies

Small changes in how you phrase a prompt can cause massive swings in LLM performance. Learn why prompt sensitivity breaks AI systems, which models are most vulnerable, and how to test and fix it before it costs you money.