Essay
A tutor-facing briefing generated from relationship history. It tells the tutor what to do next, where the recommendation came from, and which claims still need review.
Next lesson brief
Draft · tutor review neededgcse english literature, english, essay, homework
5 min recap from previous lesson.
10 min diagnostic questions on the current focus.
25 min guided practice with worked examples.
15 min independent practice and misconception check.
5 min agree homework / next focus.
Learner context
1 lessons · 1 messagesStudent B with Tutor B
online · 1 requested lessons
Student Needs
Essay structure, Timed writing confidence
Concept map
Unreviewed observationsGcse English Literature
1 evidence hits · confidence 0.35
unreviewedEnglish
1 evidence hits · confidence 0.35
unreviewedEssay
1 evidence hits · confidence 0.35
unreviewedHomework
1 evidence hits · confidence 0.35
unreviewedOpen loops
Carry forwardEvidence trail
Recent lessonsGCSE English Literature · 2026-06-10T11:47:53.214421Z
Your essay has strong quotes but the argument needs a clearer topic sentence. I know the quote but I struggle to link it back to the question. Homework is one PEEL paragraph with explicit question links after each quotation.
Technical appendix
Hidden by defaultRaw generated files remain available for audit/debug, but they are not the product experience.
concepts/english.json 112 bytes
{
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
}
concepts/essay.json 112 bytes
{
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
}
concepts/gcse-english-literature.json 112 bytes
{
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
}
concepts/homework.json 112 bytes
{
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
}
current-state.json 1592 bytes
{
"relationship_id": "demo-essay-relationship",
"student": "Student B",
"tutor": "Tutor B",
"status": "confirmed",
"lesson_count": 1,
"message_count": 1,
"relationship_details": {
"lesson_location": "online",
"lessons_count": 1
},
"wizard_answers": [
{
"question": "studentNeeds",
"answer": [
"Essay structure",
"Timed writing confidence"
]
}
],
"concepts": {
"gcse english literature": {
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
},
"english": {
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
},
"essay": {
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
},
"homework": {
"status": "observed",
"confidence": 0.35,
"evidence_count": 1,
"review_status": "unreviewed"
}
},
"open_loops": [
{
"signal": "homework",
"review_status": "unreviewed"
},
{
"signal": "confidence",
"review_status": "unreviewed"
},
{
"signal": "struggle",
"review_status": "unreviewed"
}
],
"last_processed_at": "2026-06-13T11:47:53.218162Z"
}
evidence/classroom-messages/booking-english-1.json 2 bytes
[]
evidence/platform-messages.json 279 bytes
[
{
"id": "message_line_english_1",
"speaker": "Tutor B",
"created_at": "2026-06-09T11:47:53.214374Z",
"body": "Please bring one Macbeth paragraph. We will focus on topic sentences and quote analysis.",
"has_attachments": false
}
]
evidence/relationship-details.json 59 bytes
{
"lesson_location": "online",
"lessons_count": 1
}
evidence/transcripts/booking-english-1.json 737 bytes
[
{
"source_path": "demo/english/1",
"available": true,
"fragments": [
{
"speaker": "Tutor B",
"offset_seconds": 80,
"text": "Your essay has strong quotes but the argument needs a clearer topic sentence."
},
{
"speaker": "Student B",
"offset_seconds": 230,
"text": "I know the quote but I struggle to link it back to the question."
},
{
"speaker": "Tutor B",
"offset_seconds": 540,
"text": "Homework is one PEEL paragraph with explicit question links after each quotation."
}
]
}
]
evidence/wizard-answers.json 151 bytes
[
{
"question": "studentNeeds",
"answer": [
"Essay structure",
"Timed writing confidence"
]
}
]
next-lesson-brief.md 753 bytes
# Next lesson brief ## Current focus gcse english literature, english, essay, homework ## Last evidence Your essay has strong quotes but the argument needs a clearer topic sentence. I know the quote but I struggle to link it back to the question. Homework is one PEEL paragraph with explicit question links after each quotation. ## Open loops homework, confidence, struggle ## Suggested 60-minute shape 1. 5 min recap from previous lesson. 2. 10 min diagnostic questions on the current focus. 3. 25 min guided practice with worked examples. 4. 15 min independent practice and misconception check. 5. 5 min agree homework / next focus. > Demo note: this is deterministic scaffolding. The AI agent can improve it using bounded tools and tutor review.
profile.md 453 bytes
# Learner profile - Relationship: demo-essay-relationship - Student: Student B - Tutor: Tutor B - Status: confirmed - Subject: GCSE English Literature - Year group: Year 11 - Exam board: Edexcel - Current grade: 6 - Target grade: 8 - Lesson location: online - Requested lessons count: 1 ## Goals - Write clearer thesis-led essays under timed conditions. ## Memory rule This is a read-only demo brain. AI output is a proposal until a tutor reviews it.
review-log.json 132 bytes
{
"status": "demo_unreviewed",
"rule": "Agent proposes; tutor-reviewed learner memory becomes truth.",
"decisions": []
}
timeline/001-lesson.json 842 bytes
{
"lesson_id": "lesson-english-1",
"booking_id": "booking-english-1",
"subject": "GCSE English Literature",
"lesson_type": "regular",
"status": "completed",
"started_at": "2026-06-10T11:47:53.214421Z",
"transcription_status": "success",
"topics_detected": [
"english",
"essay",
"homework"
],
"evidence_summary": "Your essay has strong quotes but the argument needs a clearer topic sentence. I know the quote but I struggle to link it back to the question. Homework is one PEEL paragraph with explicit question links after each quotation.",
"proposed_observations": [
{
"type": "topic_coverage",
"claim": "Lesson evidence mentions: english, essay, homework.",
"confidence": 0.45
}
],
"review_status": "unreviewed"
}
tutor-style.json 107 bytes
{
"observed_signals": [
"sets_or_discusses_homework"
],
"review_status": "unreviewed"
}