Short course · Beginner to intermediate
GenAI for freshers: what placement panels actually ask
Embeddings, RAG and LLM internals — explained at the depth an interview panel expects, not at the depth a research paper expects.
Campus placement preparation · India
Preparation tracks for every round and for the companies that actually visit your campus. Graded practice, full-length mocks, spoken interviews and reports a placement cell can take into a review. Start with the free courses — no account needed.
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The drive, round by round
Each round has its own bank, its own timer and its own marking. Clear one before the next unlocks — and your placement cell can see where the batch is thinning out.
Company preparation
Not one generic bank relabelled twenty-one times. Each track is built around how that company actually recruits — its rounds, its pattern and the topics it keeps returning to — and it is assigned to the batches that company shortlists from.
Plus a general placement track for drives that do not have one yet. Verified August 2026.
Inside the platform
Curated tracks that take a student from not knowing a topic to clearing it under time pressure — aptitude, reasoning, verbal, DBMS & SQL, DSA, Java, Python and GenAI..
Full-length mocks on real company blueprints — sectional timers, negative marking, and a result breakdown by subject and topic..
The student talks; the interviewer replies.
Python, Java and C++ against hidden test cases, with a step-through view that shows a student exactly where their logic went wrong..
Speech captured and scored on fluency, pace and filler words, with guided drills for the questions everybody fumbles..
A recruiter-ready resume that cannot spill onto a second page, with the student's real coding profiles pulled in automatically..
Batch, branch and section analytics over real activity — who is ready, who is drifting, and which topic is holding a cohort back..
An adaptive roadmap built from a student's own readiness — the weakest thing that matters most, chosen for them each day..
Free · no account, no email
Full courses, not summaries — 33 lessons across 4 courses, each explaining the mechanism, showing the code, and naming the trap an interviewer will reach for.
Short course · Beginner to intermediate
Embeddings, RAG and LLM internals — explained at the depth an interview panel expects, not at the depth a research paper expects.
Language · Beginner to intermediate
Twelve lessons that take you from how the interpreter works to the six patterns behind most coding-round questions. Written to be read once and remembered.
Why the numbers can be trusted
A verdict is fixed at the first genuine attempt, so re-running a paper cannot inflate a score.
Camera proctoring, fullscreen lock and paste-blocking on every graded paper.
Submissions checked across the batch, so a shared solution shows up as one.
Every record carries its college, and a query without that scope fails rather than leaking.
Two ways in
Free to learn · paid to be measured
Every lesson on this site is free and needs no account. What a subscription buys is the graded practice, the full-length mocks, the spoken AI interviews and a readiness score you can act on.