Ai tutor
Goal: Exam-prep learning graph
aiRoute context: context=/forums/create

AI Tutor

Ask a source-cited tutor that can explain, quiz, and plan.

12
Connected items
5
Ready actions
2
Needs review

Page context

Module state, route, primary action, and data handoff for this workflow.

Module
ai
Route
/ai-tutor
Primary
Ask with current context
Intent rail

Every module follows the same mental model: understand, generate, practice, schedule, then prove.

AI cockpitAssist

Grounded AI creation layer

AI Tutor is treated as a ai cockpit inside the grounded ai creation layer. It accepts question, source, weak topic, or task, creates ai-generated artifact, and stays connected to Notes, Schedule, Portfolio, Admin AI Model Hub.

Input
question, source, weak topic, or task
Output
AI-generated artifact
Creates
AI answer
Trace
source, confidence, review
Route job

Use AI as a grounded helper that cites sources and creates reusable study artifacts.

Record model

AI Tutor session

Admin handoff

AI Model Hub controls model routing, retrieval quality, evals, guardrails, and prompt versions.

Workflow states

1
Set context
2
Choose mode
3
Generate answer
4
Check citation
5
Save artifact

Controls and data signals

Created records and graph edges

4 connected branches
Learner
AI Tutor session

Created from /ai-tutor with source ids, confidence, and review status.

Output
AI-generated artifact

Feeds Notes and Schedule without losing provenance.

Weakness
Repair signal

Wrong answers, low confidence, missed work, and stale concepts become next actions.

Admin
Operational trace

AI Model Hub controls model routing, retrieval quality, evals, guardrails, and prompt versions.

Grounded AI surfacedeep custom/ai-tutor

AI Tutor production UI

Tutor, planner, memory, writing, solver, diagram, research, and report tools with source citations and output review.

AI context

editable shell

AI response preview

Live mock preview for this exact route, ready for real API wiring.

route specific

Answer block

active

Answer block keeps citations visible and offers save-to-note, quiz, and card actions.

Citation

linked

Citation keeps citations visible and offers save-to-note, quiz, and card actions.

Follow-up quiz

ready

Follow-up quiz keeps citations visible and offers save-to-note, quiz, and card actions.

AI Tutor records

source ids
/ai-tutor source ids
live
confidence
/ai-tutor confidence
review
guardrail
/ai-tutor guardrail
queued
Production contract
localStorage state
test-mode API event
admin audit row
canvas graph edge
hand-authored/ai-tutor

Source-cited tutor room

Ask in explain, Socratic, practice, or plan mode with visible citations, memory controls, and conversion actions.

live

Conversation

question with source context

3 references

Citations

source chips and confidence

recommended

Next action

quiz, card, schedule, note

Source-cited AI tutor and tool suite

Context selector, tutor modes, citation chips, AI memory, bilingual explanations, writing/research/code/data tools, and artifact conversion.

Explain from current source
Socratic repair for weak topic
Generate quiz/cards
Save as note
Cite sources
Translate to Hindi
Production handoffaiTutorSessionlocalStorage + test-mode API

AI Tutor operations

User actions create auditable records, connect to admin review, and route generated work into canvas, schedule, AI, and portfolio branches.

Model audit

Connected branches

Tester actions

Related workflows

A compact set of nearby pages. Use command search or the sidebar for the full route list.

28 total

Grounded AI learning layer

Tutor, planner, memory, language, feedback, writing, math, research, code, data, diagrams, and lab reports all output study artifacts.

Fundamental Rights and Reasonable Restrictions

Use Fundamental Rights, Federalism as grounded context for explanation, Socratic practice, or planning.

cited
React rendering traps

Use React rendering, Memoization as grounded context for explanation, Socratic practice, or planning.

cited

Artifact generators

AI output can be saved as notes, cards, quizzes, assignments, diagrams, reports, presentations, or portfolio proof.

React performance case study

Frontend performance: Course project + quiz mastery.

draft
Governance essay evidence pack

Policy analysis: Current affairs + answer evaluation.

ready