Formally verifies the architectural design, completion, and active clinical deployment of CliniqueX, alongside the ongoing development of NOX MED.
Engineering software architectures for complex operational environments and publishing reproducible empirical evaluations of system performance.
A thirty-module educational delivery platform for CBSE secondary curricula, featuring 101 custom interactive structural diagrams. The defining architectural constraint prioritizes determinism over open generation: document retrieval is strictly grounded in a verified NCERT corpus, and the system enforces categorical refusal when queries exceed curriculum boundaries.
Quantified via rigorous auditing: first-rank retrieval hit@1 of 0.9733 across 9,226 indexed passages; confidence-gate F1 score of 0.9836; controlled A/B trial demonstrating unanswerable query refusal rising from 0.0% to 100.0% (McNemar exact test p = 3.1×10−5).
CliniqueX operates as the core clinical engine for an active diagnostic practice in Meerut, unifying patient registration, itemized billing, clinical routing, imaging queues, and financial reconciliation. The companion system, NOX MED, extends this pipeline into structured radiological reporting with voice recognition and AI-supported image analysis.
Independently verified via signed documentation from the practice's consultant radiologist.
An offline, client-executed admissions intelligence platform integrating a relational 1,073-university database with on-device model inference across 27 specialized analytical modules covering institutional matching, narrative essay diagnostics, financial aid evaluation, and visa compliance simulation.
Accompanied by an eighteen-section policy monograph analysing guidance market economics and information asymmetry in elite admissions.
Secondary assessment preparation is frequently conducted across tools that share no unified model of student understanding. This paper formalises a second failure mode termed boundary truncation, wherein instructional explanation must terminate precisely at the perimeter of assessed curricula, and details an architecture subordinating generation to lexical document retrieval under a pre-generative confidence gate.
Reproducible empirical evaluation suites featuring fixed random seeds and SHA-256 corpus hashes. Fully documents system limitations, including conservative gate calibration resulting in an 83.3% refusal rate on answerable edge-case queries in BM-4.
Every technical assertion published on this archive is paired with primary documentation, reproducible evaluation benchmarks, signed institutional references, or live public deployments.
Formally verifies the architectural design, completion, and active clinical deployment of CliniqueX, alongside the ongoing development of NOX MED.
Certifies full responsibility for the architectural design, engineering, hosting, DNS configuration, and security implementation of the organisation's public web platform.
Live instructional platform, working paper monograph, and reproducible benchmark report.
The official public web infrastructure for the national anti-corruption organisation.
Eighteen-section structural analysis and admissions intelligence framework.