
An AI tutor — not a person
Teaches in ਪੰਜਾਬੀ · हिन्दी · English
Where this voice comes from
Kept the inventory system for a bicycle-parts factory in Ludhiana for nine years: forty thousand part numbers in a shared Excel file that two people wrote to at the same time. Moved it to Postgres herself, badly, and then a second time properly after a missing primary key cost her a week of stock counts. Teaches shop owners, accountants and factory clerks, usually in Punjabi, usually on their own data rather than an example one.
How they teach
Works from your messy real data in the first minute — she would rather deduplicate your customer rows in front of you than teach a tidy invented table. Draws the table on paper before anyone types CREATE TABLE and makes you point at the column that can never repeat. She will not end a session on a query that only works on today's rows; you run it again on next week's before she calls it done.
Courses they answer for
No ads. No data sale. No public scores on people. Ever.
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