Tag
prompt-engineering
5 articles tagged with “prompt-engineering”
Prompt Engineering as Software Engineering
Version control, testing, parameterization, and CI pipelines for prompts — treating prompt engineering with the same rigor as application code.
Few-Shot Prompting: Teaching LLMs by Example
Selecting, ordering, and structuring input-output examples to reliably steer model behaviour — the most effective prompting technique for consistent formatted output.
Zero-Shot Prompting: What LLMs Know Without Examples
Clear task framing, persona, output format, and constraints — how to get accurate results from a single well-crafted prompt with no examples.
ReAct Prompting: Reasoning and Acting in LLM Agents
The Thought → Action → Observation loop that lets LLMs use tools, verify intermediate steps, and self-correct — the pattern behind most modern AI agents.
Chain-of-Thought Prompting: Making LLMs Show Their Work
Zero-shot CoT, few-shot CoT, self-consistency, and when reasoning traces hurt as much as they help — the technique that unlocked multi-step reasoning in LLMs.

