> ## Documentation Index
> Fetch the complete documentation index at: https://docs.socratify.com/llms.txt
> Use this file to discover all available pages before exploring further.

# How We Curate

> From real-world research to adaptive matching.

Socratify isn’t a question bank — it’s a living library of debate‑worthy situations drawn from real professional contexts. Here’s how we build and match content to you.

## Deep Research

* Common situations: We study recurring professional moments (launches, pricing changes, org dynamics, stakeholder trade‑offs) across roles and industries.
* News and signals: We pull in current events and company moves, then extract the decisions behind them.
* High‑quality prompts: We transform research into scenarios designed for verbal debate — short, concrete, and opinion‑worthy.

## Weekly Features (Fresh Every Week)

* Story of the Week: A timely, news‑driven scenario designed to spark discussion
* Exercise of the Week: A curated challenge with a clear learning payoff
* Weekly League: Friendly competition that rewards consistency and quality

## Content Generation (Agent‑Assisted)

* News Agent: Turns events into scenario setups with credible context.
* Data Research Agent: Surfaces metrics and visuals for data‑oriented exercises.
* Quotes Agent: Adds relevant executive quotes and stakeholder perspectives.
* Visuals Agent: Supplies diagrams of mental or business models when helpful.

## Editorial Pass

* Clarity over jargon: We tune language for speaking, not skimming.
* Cognitive scaffolding: Enough context to engage, without doing the thinking for you.
* Multiple valid answers: We design for judgment, not trivia.

## Adaptive Matching

* Personalization: Your track aligns to your career goal, target role, and companies of interest.
* Skill needs: We choose Learn exercises that prepare you for upcoming RealPlay scenarios.
* Freshness: As topics evolve, new scenarios rotate in. You’ll rarely see the same thing twice.

Want to talk about what’s happening now? You’ll often see exercises sourced from current news — perfect for pressure‑testing your thinking on real decisions.

## Why It Works

* You practice decisions that feel real, not theoretical.
* You build reusable patterns (trade‑offs, assumptions, stakeholder maps) that transfer across roles and industries.
* You get feedback that compounds — each debrief sharpens your next answer.

Want to see how we turn your responses into improvement? → [/progress-and-feedback](/progress-and-feedback)