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AI Feedback

Use ai feedback as part of the connected study OS.

Connected items

Ready actions

Needs review

Page context

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

Repair cockpitReview

Grounded AI creation layer

AI Feedback is treated as a repair cockpit inside the grounded ai creation layer. It accepts attempt, card rating, or rubric note, creates weakness repair packet, and stays connected to Notes, Schedule, Portfolio, Admin AI Model Hub.

Input

attempt, card rating, or rubric note

Output

weakness repair packet

Creates

AI answer

Trace

source, confidence, review

Route job

Turn misses and weak signals into a scheduled recovery plan.

Record model

AI Feedback repair

Admin handoff

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

Page actions

AI tutor, planner, memory, language, writing, math, research, diagrams, code, data, and reports output traceable artifacts.

Ask tutorUse source-cited explain, Socratic, practice, or plan mode./ai-tutor Plan weekBalance lessons, reviews, assignments, and recovery./ai-study/planner Write with citationsDraft and improve answers from trusted sources./ai-writing Audit AI memoryReview what the tutor remembers and why./ai-memory Ask AIOpen connected workflow with this page as context./ai-tutor?context=%2Fai-feedback Make flashcardsOpen connected workflow with this page as context./flashcards?source=%2Fai-feedback

Workflow states

Controls and data signals

Created records and graph edges

4 connected branches

Repair lane surfacedeep custom/ai-feedback

AI Feedback production UI

Wrong answers, low-confidence cards, and rubric feedback become a guided fix-and-retest workflow.

Weakness evidence

editable shell

ConceptStored as mock data now, backend contract later.EvidenceStored as mock data now, backend contract later.SeverityUsed to prioritize next action.

Mistake notebook item

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

route specific

Why missed

active

Why missed feeds attempts, mistakes, weak concepts, and scheduled retests.

Correct idea

linked

Correct idea feeds attempts, mistakes, weak concepts, and scheduled retests.

Memory hook

ready

Memory hook feeds attempts, mistakes, weak concepts, and scheduled retests.

AI Feedback records

weakness

/ai-feedback weakness

live

card

/ai-feedback card

review

calendar block

/ai-feedback calendar block

queued

Production contract

localStorage state

test-mode API event

admin audit row

canvas graph edge

hand-authored/ai-feedback

AI rubric feedback room

Answers, essays, and assignments receive source-aware feedback, rubric scoring, revision tasks, and proof handoff.

uploaded

Submission

answer with source context

active

Rubric

criteria, score, missing evidence

ready

Revision

tasks, examples, proof link

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 Feedback operations

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

Model audit

Generated records

Connected branches

AI Canvas Schedule Portfolio

Tester actions

Related workflows

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

28 total

AI TutorSource-cited tutor with Socratic, explain, practice, and plan modes.AI Study PlannerAI weekly plan balancing cards, weak topics, lessons, papers, and rest.AI MemoryPersonal learning memory with citations, forgetting risk, and privacy controls.AI LanguageBilingual explanations, local-language cards, translations, and answer practice.AI WritingDraft, improve, cite, and convert writing into study artifacts.Essay WriterEssay outline, argument map, examples, citations, and scoring rubric.Math SolverStep-by-step solver with concept and card creation.Presentation MakerTurn notes into source-cited slides.

2026-ready capabilities

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