ScholarStack: Autonomous Financial Aid Compliance & Non-Stacking Gate via…
Sanity Challenge Path One Submission
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Over 40 million university students navigate un-federated scholarship
Over 40 million university students navigate un-federated scholarship gazettes. Accepting a second award to cover hostel or tuition fees can trigger automated audit flags, demand notices for immediate legal clawback, and permanent disqualification. ScholarStack delivers an authoritative compliance engine where Sanity Content Lake serves as the single source of truth.
Higher education scholarships in India carry strict legal
Higher education scholarships in India carry strict legal covenants buried inside official gazettes and program charters. Central ministries, state welfare directorates, and corporate foundations insert statutory terms that forbid students from receiving concurrent financial aid. Under state revenue codes and central welfare guidelines, violating these covenants triggers severe sanctions: Immediate cancellation of all scholarship disbursements. Mandatory legal clawback of disbursed funds with penal interest. Blacklisting from national and state welfare registries.
University students frequently hold multiple merit offers without
University students frequently hold multiple merit offers without knowing whether concurrent funding is lawful. Compliance verification still relies on forty-page government gazettes distributed across dozens of disconnected departmental portals.
ScholarStack is an automated multi-award scholarship compliance and
ScholarStack is an automated multi-award scholarship compliance and non-stacking rulebook verification engine. Powered by Sanity Content Lake and Sanity Context MCP, it treats official scholarship rulebooks, exact legal clauses, and student decision histories as structured content. When a student checks whether two awards can be held concurrently, ScholarStack executes five steps: It cross-references official rulebooks stored in Sanity via Context MCP.
It extracts verbatim anti-stacking covenants side by side
It extracts verbatim anti-stacking covenants side by side with citations, penalties, and direct links to government gazette documents. It flags compliance conflicts with zero hallucination.
It closes the loop: If a conflict exists
It closes the loop: If a conflict exists, the student can execute a Formal Relinquishment directly in the portal. This action commits a structured studentDecision record back into Sanity Content Lake.
It carries decisions forward: On subsequent inquiries, the
It carries decisions forward: On subsequent inquiries, the engine queries active student relinquishments, excludes surrendered awards, and dynamically re-evaluates eligibility. The Consensus Approach vs. ScholarStack ScholarStack introduces three named primitives that define its compliance framework:
Legal provisions enacted in gazettes that forbid concurrent
Legal provisions enacted in gazettes that forbid concurrent receipt of multiple educational awards. ScholarStack models each covenant as an isolated structured object containing verbatim clause text, section references, sanctions, and recognized exceptions.
A bidirectional Sanity Content Lake schema (studentDecision) that
A bidirectional Sanity Content Lake schema (studentDecision) that logs administrative surrender declarations. When a student resolves an award contradiction, the engine writes an immutable record with reference pointers to the retained and surrendered schemes.
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ScholarStack: Autonomous Financial Aid Compliance & Non-Stacking Gate via Sanity Context MCP
Sanity Challenge Path One Submission
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Source: Dev.to