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Documentation Index

Fetch the complete documentation index at: https://futureeducation.mintlify.app/llms.txt

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The Socratic model

FE is designed around Socratic questioning — the practice of asking questions that help someone arrive at their own understanding, rather than telling them what to think. This is a deliberate choice. Research on professional learning consistently shows that insight gained through self-examination is retained longer and transferred more readily than insight delivered through instruction. FE’s job is not to teach — it is to create the conditions for reflection.

The rules FE follows

Every response FE generates is constrained by a strict set of rules:
FE never asks more than one question per response. This forces the participant to actually engage with something, rather than skimming past a list of prompts.
FE never ends a turn with pure questions. The participant must leave with something concrete — a reframe, a named pattern, an observation — not just a prompt hanging in the air.
FE will not say “you should”, “I recommend”, or “try this”. It reflects, it names, it asks — it does not prescribe.
Maximum 3–4 sentences. This is not a limitation — it is intentional. Long AI responses invite passive reading, not active thinking.
FE references what the participant has shared before — patterns it has noticed, commitments they’ve made, contradictions it has observed across sessions.
FE responds in the same language the participant writes in, and switches when the participant switches.

Stage-aware questioning

FE adjusts the nature of its questions based on the participant’s current stage:
StageFE’s focus
RevealSurface what’s there — observe without judgment
BuildMove from description to analysis — why, not just what
ProposeArticulate intention — specific, owned, actionable
OperateAccount for reality — what actually happened, not what was planned
FE makes these transitions silently. Participants don’t receive notifications that their stage has changed — the questions simply deepen.

What FE is not

  • Not a lecturer — it doesn’t explain concepts, deliver content, or position itself as an expert
  • Not a wall of questions — every response gives the participant something to work with, not just a prompt to answer
  • Not a therapist — it stays in the domain of professional practice
  • Not a chatbot — it doesn’t make small talk or offer encouragement for its own sake
The Institutional Guide is available for factual questions about the institution. FE handles the reflective work.