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Writing

What we've been
working out.

Notes from the actual work — assessment design, exam strategy, research craft and the unglamorous parts of robotics. Written by the people doing it.

400 APPLICATIONS certificates, mostly THE ONE THAT GETS READ /sim-to-real-arm it runs, and there is a video eleven months of evenings
Careers
9 min read

AI and robotics internships in India — how to actually get one

What research and deeptech teams look for in intern applications, why most get rejected in thirty seconds, and what to build instead of another certificate.

AI-Shala Team Read
IN SIMULATION true state · clean torque · fixed timestep THE GAP ON HARDWARE sensor noise · latency · loop jitter
Robotics Pillar guide
10 min read

Sim-to-real transfer — why your policy fails on hardware

A policy that is perfect in simulation and useless in the lab is not a bug in your training. It is a specific, diagnosable gap. Here is how to find and close it.

AI-Shala Team Read
fifty papers read Submitted Under review Revise Accepted
Research Pillar guide
11 min read

Publishing your first AI paper as an undergraduate

What actually stands between a capable student and a first publication — and the order of operations that gets you from reading papers to submitting one.

AI-Shala Team Read
32 WEEKS WHERE THE MARKS ARE Algorithms DBMS OS Networks Digital Compilers MOCK SCORES every Sunday
GATE Prep Pillar guide
12 min read

GATE CS preparation — the complete strategy

A realistic plan for GATE Computer Science, built around weightage, timed practice and error journals rather than finishing more lectures.

AI-Shala Team Read
AS WRITTEN Award marks for a good explanation. Two examiners, two totals. AS A RUBRIC 2 2 1 1
Assessment AI
8 min read

How to write an exam rubric an AI can actually apply

Most rubrics are written for someone who already knows the subject. Making one explicit enough for a machine turns out to make it fairer for students too.

AI-Shala Team Read
Model proposes a mark Auto-graded Nobody stands behind it Faculty reads, edits, signs Co-graded A person is accountable
Assessment AI Pillar guide
9 min read

Why auto-grading fails, and co-grading works

Fully automated grading keeps failing in higher education for reasons that have little to do with model accuracy. Here is what actually breaks, and the design that avoids it.

AI-Shala Team Read

Want this applied to your own work?

The writing is free. If you want someone to look at your preparation, your research or your rubric, that is what the programmes are for.