- In short
- Technique selection by task complexity means choosing the lightest prompt technique that meets the task requirements and adding scaffolding only when the task demands it. The progression is deliberate: start zero-shot, add few-shot examples only if the task needs them, and add chain-of-thought only if the reasoning path itself matters to the answer. Every added layer costs tokens and latency on every call, so the correct technique is chosen by task complexity, not by habit or by defaulting to the most elaborate option.
Full concept guide coming soon
We are building the in-depth, exam-aligned guide for this knowledge point. In the meantime, explore the prerequisites and related concepts below, watch the official Anthropic Academy lessons, and start an adaptive study session to master it with Archie.
Watch and learn
Official Anthropic Academy lessons first, then hand-picked walkthroughs. Videos load only when you press play.
No videos curated for this concept yet
We are still curating the best official and community videos for this topic.
References & primary sources
Master this concept with Archie
Practice it inside an adaptive study session. Archie, your Socratic AI tutor, tracks your mastery with Bayesian Knowledge Tracing and schedules the perfect next review.