Nischala G.S.
All projects

Education technology

Sahayak AI

Just-in-time coaching engine for rural teachers.

Documented system flow

How Sahayak AI is structured

Select a node to inspect its role.

Teacher input

Multilingual voice and text queries originate from classroom users.

Interactive readme

Explore Sahayak AI

A concise, source-backed implementation record with the available project actions.

What is documented

  • Designed an offline-first, cache-first backend that serves common classroom guidance immediately and routes only novel queries to live AI inference.
  • Built a trust-scoring system for ranking crowdsourced teaching solutions with multilingual voice and text input and role-based dashboards for Cluster Resource Persons and DIET faculty.

Technology used

Offline-first architectureMultilingual NLPCache-first design

Source: supplied Resume. This is a concise visualization of documented components, not a full internal deployment blueprint.