22 NOV - 22 DEC 2025

One Month Development Plan

A comprehensive 30-day roadmap to transform Eklavya with AI-powered learning, enhanced practice tools, and full platform expansion

4
Weeks
30
Days
50+
Milestones
Week
1
22 Nov - 29 Nov

Focus: AI Group Tutor Chat, major fixes across JEE, full NCERT release, PMS finalisation, and overall stabilisation of core systems

22 Nov

AI Group Tutor Chat

  • Implement multimember context pooling with careful memory control
  • Add moderator controls: muting, context clearing, transcript exports
  • Set up cost management through token budgeting and user caps
  • Build clean and minimal UI for group chat inside classroom interface
23 Nov

AI Group Tutor Chat Continued

  • Integrate Socratic and Exam modes inside group sessions
  • Add topic-specific prompt presets that adjust based on chapter
  • Thorough QA pass across JEE and NCERT for different class sizes and devices
24-25 Nov

Bug Fixing Sprint for JEE and NCERT

  • Patch all current issues in practice lab: crashes, incorrect options, glitches
  • Fix hint and full solution split for proper reasoning levels
  • Clean and simplify navigation for the study page
  • Remove technical clutter like internal IDs from tutor messages
  • Ensure classroom defaults behave consistently
26-27 Nov

NCERT Full Launch

  • Complete integration of classes 1 to 10 with textbook-first structure
  • Ensure textbook-first navigation flows smoothly
  • Attach tutor and classroom hooks to every class
  • Fix profile selection and class switching issues
  • Thorough QA on small phones, foldables, and low bandwidth connections
28-29 Nov

PMS Finalisation

  • Freeze the architecture and complete final review
  • Prepare detailed handover notes for Apni Pathshala tech team
  • Step into a guiding role for PMS rather than daily coding
Week
2
30 Nov - 6 Dec

Focus: AI textbook pipeline for JEE, NEET and NCERT, course generation improvements, and state-specific replication

30 Nov - 6 Dec

AI Textbook Creation

  • Build deep template for AI-powered textbook generation
  • Design reliable hierarchy from chapters to units to topics to subtopics
  • Generate summaries, key formulas, solved examples, typical mistakes, and teacher tips
  • Add triggers to automatically generate graphics or diagrams
  • Create subject-wise templates for NEET Physics, Chemistry and Biology
  • Finalise NCERT templates across all classes with age-appropriate complexity
  • Build first Maharashtra pipeline for state-level boards
30 Nov - 6 Dec

Automation Improvements

  • Strengthen generation guardrails to prevent incorrect content
  • Lower hallucinations with subject-specific validation rules
  • Add reusable prompt patterns for each subject
  • Build validation batch runner that flags low-quality generations
  • Prepare QA checklist for juniors and content reviewers
Week
3
7 Dec - 15 Dec

Focus: Practice Lab overhaul, question bank expansion, AI tutor modes, classroom improvements and concept map completion

7-10 Dec

Practice Lab (For NCERT)

  • Stabilise hint logic with progressive guidance levels
  • Add timed tests with countdown clocks, scoring, and performance summaries
  • Finish previous year paper mode with proper subject and year selection
  • Expand question bank from 500 to at least 900 questions
  • Add follow-up flows: solve more, revise concept, or create visual
11-13 Dec

AI Tutor

  • Implement full Socratic mode with question-based scaffolding
  • Implement Exam mode with direct answers and optional reasoning
  • Add highlight and ask feature for deeper explanations
  • Add topic-aware quick prompts that change based on context
  • Clean UI and message flow for smoother tutoring experience
  • Remove system text and internal IDs clutter
14-15 Dec

Concept Maps and Notes

  • Fix empty states with friendly placeholders and clear calls to action
  • Improve colour coding and legend for mastery, progress and difficulty
  • Add in-map navigation with zoom, pan and jump to topic
  • Build automatic note generation compiling learning session summaries
  • Implement My Notes for personalised notes archive
Week
4
16 Dec - 22 Dec

Focus: NCERT, NEET and JEE expansion, analytics and telemetry, hygiene and structure across all apps, marketing, growth and community

16-18 Dec

NCERT

  • Complete UI for classes 3, 4, 6, 7, 8 and 9 with textbook-first pattern
  • Integrate tutor across all classes and subjects
  • Fix classroom defaults: chat visibility, AI join order, whitespace issues
  • Add learning analytics showing what was studied, time spent, and understanding level
16-18 Dec

NEET

  • Define NEET MVP with clarity
  • Structure Chemistry with strong chapter to concept mapping
  • Begin ingestion and structuring of Physics and Biology
  • Prepare basic exam mode inside practice lab
16-22 Dec

Internal Process and Team

  • Write SOPs for ingestion, exam configuration and feature rollout
  • Create internal boards for weekly, monthly and later tasks
  • Finalise two hires and onboard them
  • Train juniors on ingestion and textbook mapping
  • Gradually shift repetitive tasks to juniors
16-22 Dec

External Projects

  • EmpoweredIndian: Finalise JD for tender automation, create Help section, build first POC
  • Student Safety: Revisit ETL plan for browser-based learning journey

Timeline Summary

1
Week 1

Group tutor chat, NCERT full launch, bug fixes, PMS signoff

2
Week 2

AI textbook system for JEE, NEET and NCERT plus Maharashtra template

3
Week 3

Practice Lab, AI Tutor modes, question bank, concept maps

4
Week 4

NCERT and NEET expansion, analytics, hygiene, growth, internal processes, external projects

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