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Documentation Index

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

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Why memory matters

A coaching relationship deepens over time. FE’s memory system is what makes this possible — it extracts durable observations from conversations and uses them to make future questions more precise and more personal. Without memory, every session would start from scratch. With it, FE can say — implicitly, through the questions it asks — I noticed something last time. Let’s go there.

How memory is extracted

After each conversation, a background process analyses the transcript and extracts observations that meet a quality threshold. These are stored as structured memories linked to the participant’s profile. Extraction looks for:
  • Statements that reveal how the participant habitually thinks or acts
  • Explicit commitments (“I will…”, “I’m going to…”)
  • Expressed preferences about learning or working style
  • Assumptions or gaps that appear unchallenged
Extracted memories are reviewed for quality before being saved. Vague or low-signal observations are discarded.

Memory categories

CategoryWhat it capturesExample
PatternA recurring behaviour or way of thinking”Tends to avoid conflict in team meetings by deferring to the most senior voice in the room”
CommitmentAn explicitly stated intention”Said they would try opening next week’s class with a student-led discussion”
PreferenceHow this person prefers to learn or engage”Prefers to think through ideas in writing before discussing them”
Blind spotAn assumption or gap they seem unaware of”Consistently attributes student disengagement to student motivation, not to their own instructional choices”

How FE uses memories

At the start of each conversation, FE receives the participant’s most recent memories as context. It uses them to:
  • Ask questions that build on previous insights rather than starting over
  • Name patterns: “Earlier you described X. Now you’re describing Y. What connects them?”
  • Follow up on commitments: “Last time you said you’d try something new with your team. What happened?”
  • Surface blind spots gently and at the right moment

What participants and facilitators can see

Participants can see their memory list in their profile — they have full visibility into what has been recorded about them. Facilitators can also see the full memory list for each participant in their cohort. This gives facilitators a quick way to understand a participant’s current mental model before a live session.

Privacy and control

Memories are stored securely and are only visible to the participant, their assigned facilitator, and institution admins. They are not shared across institutions or used to train AI models.