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/0.2 · M.A.R.S. · Meta-Learning

Meta-Adaptive Remediation System.

The engine that powers PrepMCQ and PrepCMS. It does not add volume. It writes the next sequence from how a candidate fails, then measures whether the gap closed.

M.A.R.S. · live gap map

Candidate 0841 · DHA-GP · cycle 01

MAPPING
Shock
28
ECG
41
ABG
72
Ethics
36
PSM
81
OBG
64
Pharm
55
Pediatrics
70

Engine log

  • ›watching attempts

  1. Map

    Attempts become coordinates.

  2. Diagnose

    Consecutive misses are a pattern. Sure-and-wrong is a misconception.

  3. Adapt

    The next item follows the gap, worst first.

  4. Remediate

    A short cycle. Then measure again against a real cutoff.

In production on two consumer products.

PrepMCQ uses it for GCC licensing. PrepCMS uses it for UPSC CMS. In 2026 the same engine marked 92 CMS candidates ready for the written exam. All 92 passed.

PrepMCQPrepCMSThe 92 of 92 result

Also