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Personal Tutor

Study loop, personal tutor​

  • Give task/questions

  • Evaluate your answer

  • Give feedback

  • Teach the supporting material to bridge the gap

  • Ask questions at spaced repetition to really get the information inside brain

  • Give next task/question with incremental difficultly

  • 1st question - what do you want to learn today

  • 2nd question - what's the level of understanding of your topic

  • 3rd question - ask few questions to get the conversation going and judge the correct level of the candidate

  • Incrementally ask difficult question and move into study loop, to ask questions, teach the gap, quiz for the teaching and repeat

Global Features​

  • remember everything about the current candidate, so gpt knows everything about the candidate pre baked
  • learning should be fun, and gpt should use the interests and curiosity of candidate to maximize the learning of the candidate
  • double down on what candidate loves naturally working on, and make him great in that profession
  • time spent learning should be the biggest metric to track
  • also do career planning and start preparing him for that
  • resume the last learning session
  • friendly character/ teacher name
  • don't teach wrong things i.e. hallucinate

Onboarding​

  • name
  • age
  • class
  • interests
  • goals
  • learn about the candidate overall from each conversation, there can be thousands of parameters learned, which can be used for each new conversation and making the study more personalized and targeted.

Wide capabilities​

  • from chef to scientist, from parenting to coach, from machine learning to data scientist, from astronaut to lawyer, from sports to singing
  • wide range of age to cater too - from toddlers to graduates to mid career to retirees
  • can teach about hobbies too like gardening etc

Career counsellor​

  • For senior people, the AI should be able to ask for what they want to do in life, understand passion, access them for that, tell their strengths and weakness and then teach, test and revise them to bridge the gaps
  • it should be real time updated with all exams, forms, dates, etc for all the things and should be able to ask person to apply and then prepare them for it using tests and quizzes specifically using past exam questions

Computer science engineer​

  • Full roadmaps
  • Start with fundamentals
  • Combination of video/text + quizzes/hands-on/hackathons, etc
  • 8 hour you have to clock in your laptop screen
    • Full tracking on what you did
    • What errors you made, based on that your curriculum will be improved
    • Pomodoro
    • Repetitive learning / flashcards, etc
  • Full placement support

Personalized Tutor / mentor​

  • Start with greetings - Hi Deepak, How are you?
  • Virtual AI
  • Language capability - English and all other languages
  • Tone and speed according to user's understanding
  • What you learned yesterday, and what you are going to learn today
  • What were your strengths and what were your weaknesses, how we will overcome this together
  • Adapt to users needs and understanding
  • Teach via stories
  • Questions, answers, approach, what's wrong with the approach, how to improve the approach
  • Hand holding, after every answer give a prompt for student to ask next atleast till their minds open up and they can start thinking themselves
  • Create a overenthusiastic, helpful, happy tutor

Teacher side​

  • Teacher upskilling
  • Teachers will act as an interface between students and AI tutor

Reporting / Observability​

  • Send daily, weekly, monthly reports to students, parents and teachers
    • How many things you learned today
    • Summary and revision material in reviewable format
    • Send materials

Thoughts​

Use gemini or gpt live to learn about some topic

Create a tutoring system, that teaches naturally, and ask questions, create conversation, don't create a monologue.

Teach the best conversation techniques to gpt so it tries good conversation with the child and try to create a curiosity.

Feedback from camera from a child expression is very important, so gpt understand how child is expressing through his gestures and facial expressions. And tweak the delivery of education based on that.

Next big revolution is from text based gpt to voice, and then from voice based gpt to video, over both ways.

Audio visual communication.

ChatGPT Feedback​

  • Same questions asked multiple times
  • Skipped answer that I gave answered old
  • Phone got hot
  • Revision not effective
  • Cannot remember what I answered and not answered
  • 10 mins of free advanced voice model
  • Learning is not that effective with only voice models, for deep learning, reading text generally offers better comprehension and retention of information compared to listening or watching. (Is it because I have learned as a kid this way or it's inherent for humans)

Tech​

  • This can be solved with larger context window
  • For a new technology
    • Can have a pre-populated database of questions and answers
    • For each question to user, keep a flag on which is asked or not
    • For asking a new question, fetch random question from database, and modify according to the user current progress
    • For repetition keep in mind the current number of questions asked, etc
  • Onboarding
    • Onboarding questions to check the current level of person
  • Leaderboard

TODO - 2025-03-07, 2025-04-03

  • Endless Game Quiz + ELO Rating

  • With modules, different elo rating for each subject

  • Scoring Engine - ELO Rating - Research

  • smolagents, crewai - Research

  • Question generator => Questions + Answers Database => Dataset

  • Database => Question askers + Scoring Engine

  • User Level Understanding => ELO Rating per subject

  • Khanamigo

Product

  • Teach
  • Assessment

A social ‘study buddy’ gets a conversational lift from Meta Llama

Education for all (KhanAcademy does it all, contribute to it)​

  • Cultfit type you can attend from any city
  • You can attend classes from home too
  • You can choose any class you want in optional
  • Numbers will not matter
  • You will try to learn till you don't understand the concept
  • Any number of students will be enrolled (no lottery / max cap in number of students)
  • You will be given a growth plan
  • Parents monitor children
    • Get daily, weekly, monthly, yearly reports
  • AI chooses where the students interest lies and then advances him/her on that
  • Khan academy style where mix of video, questions, and implementation

DigiProctor with a 360 degree camera with all AI

Competitors​

New Age School​

Others​

Free Education with Boarding (Coaching)​

  • Job Guarantee and skill focused
  • 24 hour schedule
  • Pre screening
  • Candidates don't have to worry about anything (House, AC+Heating, Food)
  • 1 year course
  • Digital + AI Based personalized coaching
  • Top class employable persons

Education Mobile phones​

  • Give mobile phones / laptop to children, with all reports of usage gone back to teachers
  • Highly controlled
  • Tests / video lectures and all
  • Only able to navigate what they are required to
  • Get funds from goverment to skill up everyone
  • Youtube (get everything they watched, control what they watch and how much)
  • Central Monitoring dashboards for all devices
  • Easy to use by children, adults
  • Not for entertainment, free to use
  • Regional content
  • Maybe create an app that controls everything in tab/mobile/laptop
  • After completing course or paying or attaining a certain age (it can be unlocked fully)
  • Some amount of regulation and pressure is get maximum productivity
  • Study 1 hour to get 1 hour internet free
  • Healty competition between community (points and leaderboards)