S/Sanidhya Singh
08Engineering project2025–26

Learning systems

ReAttire learning platform

Multi-role learning-platform work for military veterans transitioning into corporate roles, paired with AI-literacy writing for non-technical readers.

Internship product work · final architecture to confirm
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01Overview

ReAttire translated a broad reskilling goal into concrete learner, content and administrative workflows, while the accompanying guides explained AI without assuming a technical background.

Research question

How should a reskilling platform turn stakeholder needs into understandable, role-aware learning workflows?

My contribution

  • Built/reported full-stack workflows using Next.js and Node.js during the DaRyte internship.
  • Translated stakeholder requirements into role-based product and backend features.
  • Authored two reported AI-literacy/corporate-readiness guides for non-technical readers.

Signature view

Trace the evidence.

Move across the research chain. The case study below remains complete and readable without this interaction.

01

Question

Make reskilling navigable

Veteran learners and administrators need distinct, understandable workflows.

Product context: transition into corporate roles.
02Approach

Method, as a sequence of decisions

  1. 01

    Map learner and administrator roles.

  2. 02

    Translate requirements into platform workflows and APIs.

  3. 03

    Develop supporting learning content for non-technical audiences.

Working setNext.jsNode.jsProduct requirementsEducational writing
03Experiments & evidence

What the record actually supports

2 guides

Reported authored material

Final titles and distribution status still need confirmation.

8 months

Recorded internship period

September 2025–April 2026.

Evidence: CVs, career profile, SOP and public homepage repository. Complete backend scope is reported but not established by the public repository alone.

04Reasoning

Choices and trade-offs

R1

Why pair product and content?

A reskilling system fails if its interface works but its explanations do not meet learners where they are.

05Limits & next questions

What has not been established

  • The public homepage draft does not evidence the complete backend.
  • Final deployment architecture, guide titles and distribution status need confirmation.

What I would investigate next

  1. Q1Which learning outcomes should the platform measure?
  2. Q2How should accessibility and low-bandwidth use shape the product?
06Artifacts
repositoryView public homepage draft
Next study · 01Enhanced Compression Model