Bounded retrieval · 5 evidence hits

Ask about Essay

This is the secondary interaction: a tutor asks a practical question, and the system answers from compact learner state plus selected evidence.

What should the next lesson focus on? What is the learner struggling with? What evidence supports this plan?

Answer

Draft tutor brief

Focus on gcse english literature, english, essay, homework

Start

5 min recap from previous lesson.

10m

10 min diagnostic questions on the current focus.

20m

25 min guided practice with worked examples.

30m

15 min independent practice and misconception check.

40m

5 min agree homework / next focus.

Learner state used

Compact context

Student B with Tutor B
1 lessons · 1 messages · confirmed

Concepts
gcse english literature english essay homework

Open loops
homework confidence struggle

Evidence hits

For “What should the next lesson focus on?”

next-lesson-brief.md score 12

# 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...

timeline/001-lesson.json score 7

{"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"}

current-state.json score 3

{"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"...

evidence/transcripts/booking-english-1.json score 3

[{"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."}]}]

profile.md score 3

# 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.

Show raw compact state JSON

{
    "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"
}