Preptics
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Md Nasim Sheikh

Founder and lead engineer, Preptics · @nasimstg

Founder of Preptics. A full-stack engineer who built its adaptive exam engine and wrote the scoring method behind every score range it reports.

Nasim founded Preptics and built it: the adaptive exam engine that chooses each section's second module from how the first one went, the module clocks held on the server, the scoring method that reports a range with its confidence stated, and the checks every question passes before a student sees it.

Nasim has built for the web professionally since 2022 — first as a backend developer, then as a freelance full-stack engineer shipping more than fifty minimum viable products for clients, and since 2025 leading engineering on a quiz and learning-management platform. The working stack is TypeScript, Next.js, Node.js and PostgreSQL, deployed on Vercel, Google Cloud and Cloudflare.

Outside Preptics, Nasim maintains open-source developer tools, among them xenvsync, which encrypts environment secrets so a team can commit and share them safely, and SkillTreeOSS, which maps skills into step-by-step roadmaps for self-taught learners.

  • Designed and built the multistage adaptive exam engine, including module routing and server-held timing
  • Wrote the published scoring method: section and total ranges, each with a stated confidence
  • Built the question pipeline — blind solves by three AI models, arithmetic executed as code, then review by a person
  • Built the study planner that works backwards from a published College Board test date
  • Runs the platform itself: the database, hosting, email, and the security reviews behind them

The methods behind this work are public: how scores work and how questions are made.

How Digital SAT scoring and adaptive testing work — module routing, raw-to-scaled conversion, and what a practice score range can and cannot tell you.

  • Digital SAT scoring
  • Multistage adaptive testing
  • Item response theory
  • Full-stack web development
  • Web publishing
  • Next.js
  • PostgreSQL
  • Vercel
  • Google Cloud