Few-Shot & Example-Driven Recipes

Learners master teaching by example: selecting examples that carry the signal, covering edge cases, and using format demonstrations. Small example changes, large quality gains.

What this course covers

The course runs across 5 topics, each one a short adaptive session rather than a recorded lecture. The tutor explains the idea, works an example, checks understanding, and adjusts the next step to the answer given.

Introduction to Example-Driven Prompting — Understand the power of few-shot learning and how small variations in example selection lead to massive quality gains.
Strategic Example Selection: Carrying the Signal — Learn to select high-signal, representative examples that clearly demonstrate the desired reasoning pattern or style directly in the tool.
Format Teaching: Structuring Output Demonstrations — Practice formatting examples in the tool to enforce strict output schemas, syntax, and structural requirements.
Robustness and Edge-Case Coverage — Identify potential model failure modes and systematically integrate edge-case examples to ensure consistent, robust outputs.
Hands-On Few-Shot Recipe Optimization — Synthesize your skills in a live tool environment to diagnose, refine, and test a complete example-driven prompt from scratch.

Skills you build

Results are measured against named skills in the OneRange taxonomy of more than 10,000 skills, so a manager sees proficiency per skill rather than a completion tick.

Who it is for

Power users, all functions. The material is pitched at intermediate level, and takes roughly 60 minutes at a typical pace. Because every session adapts, someone who already knows a topic moves through it quickly instead of sitting through an explanation they do not need.

It sits in the Prompt Recipes & Playbooks track of the Vero AI Catalog, and can be assigned to one person, a team, or the whole company.

How it is delivered and assessed

Delivery is conversational and interactive, including guided lab exercises. There is no video to sit through and no slide deck to click past.

Understanding is checked with a lab assessment of 5 items, with a pass mark of 70%.

Administrators can copy this course into their own library and adapt it — edit the outline, change the duration, swap the assessment format, or ground it in internal documentation so answers cite the company's own source material.

Also in this track

All Prompting training courses →
Advanced Prompt Engineering — Learners master advanced prompting techniques for reliable, structured results. The course covers few-shot and chain-of-thought, structured output, system prompts and roles, and prompt chaining and templates. They finish able to engineer prompts that perform consistently at scale.
Prompt Patterns Library — A tour of the prompt patterns that consistently work, organized as a usable library. Learners match patterns to task types and combine them deliberately instead of improvising.
Function-Specific Prompt Template Packs — A working tour of prompt template packs for sales, marketing, support, HR, finance, and ops. Learners customize their function's pack and make it their daily toolkit.
Role & Persona Prompting Recipes — This course covers persona prompting done well: constructing roles that genuinely change output quality and knowing the technique's limits. Learners build a persona set for their own work.
Context Engineering: Advanced — Memory & Token Budgeting — This course teaches builders to design what goes into the context window to maximize reliability and relevance. It covers context windows, retrieval versus stuffing, memory patterns, summarization, and token budgeting. Learners finish able to get more accurate output by controlling context deliberately.
Prompting Proficiency Assessment — Prompting Proficiency: can the person get a usable, correctly formatted answer on the first or second try?
Prompt Engineer Pro — Complete command of prompt technique and team practice

Frequently asked questions

How long does this course take?

It runs roughly 60 minutes at a typical pace. Because every session adapts, someone who already knows a topic moves through it quickly instead of sitting through an explanation they do not need.

How is it assigned to a team?

An administrator assigns it from the Vero dashboard to one person, a team, a department or the whole company, and sees progress and results per person and per skill.

Can we customise it with our own documents and terminology?

Yes. Administrators can copy this course into their own library and adapt it — edit the outline, change the duration, swap the assessment format, or ground it in internal documentation so answers cite the company's own source material.

Course code PRC-FEW.