library / Work And Systems / Work Projects / ai-student-helper-systemreviewed 2026-08-14

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AI Student Helper System

A public-safe project shell for an AI assistant that helps students find resources, prepare applications, and verify sources.

Room context

Project

Proof dossier.

Problem
Students do not only need more links. They need a system that distinguishes official sources from copied lists, stale deadlines from live ones, and general advice from what applies to their situation.
Public boundary
project shell only; no student data, private documents, or live AI calls without privacy and security review
Evidence posture
1 source entries and 3 source-plan checks.

Problem Boundary

Students do not only need more links. They need a system that distinguishes official sources from copied lists, stale deadlines from live ones, and general advice from what applies to their situation.

The first version can stay read-only: source packets, opportunity search, document checklists, and careful explanations.

  • official sources
  • deadline freshness
  • eligibility
  • documents
  • application packet
  • human review

Evidence Plan

The project needs a small eval set before it becomes a demo: missing scholarship, stale deadline, ineligible applicant, conflicting pages, and request for advice beyond the data boundary.

Useful AI here means fewer wrong applications, clearer documents, and a receipt trail for what the assistant used.

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