It has read the American curriculum

Where the words came from

The model learned from what is on the internet, and the educational internet is lopsided. American teachers post lesson plans, American test-prep companies publish thousands of practice questions, American universities put courses online. British material comes next. Everything else (CBSE, ICSE and the state boards, WAEC and NECO, KCSE, the Brazilian ENEM, the Philippine K-12) exists in the training text but in much smaller amounts, and much of it is old or second-hand.

So when you ask for “Grade 8 science”, the model’s default picture of Grade 8 is a US middle school. That is not bias in any deliberate sense. It is the average of what it read.

What the default gets wrong

• Scope. Which topics belong in which year. American Algebra II contains things your Class 10 syllabus puts in Class 11, or nowhere.
• Terminology. “Grade” versus “Class”, “Form” and “Standard”; “math” versus “maths”; “trapezoid” versus “trapezium”; “period” versus “full stop”. Small, but a worksheet full of the wrong terms reads as foreign to students and to your head of department.
• Exam format. It will produce multiple-choice-heavy tests with a US shape, not the two-mark, three-mark, five-mark structure of a board paper, and not the “Section A: answer all, Section B: choose three” layout your students have to practise.
• Setting. Dollars, miles, Fahrenheit, yellow buses, Thanksgiving. The worksheets lesson dealt with this for word problems; it applies to everything.
• Standards language. It may cite Common Core codes or Next Generation Science Standards as if they were your standards.

The fix works, and it is quick

The model is bad at guessing your syllabus and very good at following one it is shown. Three things to paste, once, into the text file from the previous lesson:

1. The chapter list for your subject and year, from the board’s own document. Twenty lines.
2. One past paper, or the section structure and marks allocation if the paper is too long. This teaches it the shape.
3. A vocabulary line. “Use ‘Class 9’ not ‘Grade 9’, British spelling, rupees, metric units, and the terminology in the pasted paper.”

With those three in the prompt the output shifts almost entirely. Teachers who do this once describe the difference as “it finally sounds like our school”. The mathematics did not change. The frame did.

Regional language textbooks

If your students learn from a Hindi-medium, Kiswahili-medium or Amharic-medium textbook, the model has probably read very little of it. It knows the subject; it does not know the specific explanations, examples and terms your book uses, and terms matter: a student who has learned a concept under one name is confused by a worksheet that uses another.

Photograph or type the relevant page and paste it. “Use the terms and the worked example style in this page.” It will follow.

A worked example

A biology teacher in Lagos asks for “a revision sheet on the circulatory system for Grade 11”. She gets a sheet organised around a US Anatomy and Physiology unit: the cardiac cycle in detail, ECG traces, blood pressure regulation, none of it in the WAEC SS2 syllabus, and a vocabulary that says “sophomore” and “AP Bio”.

She pastes the WAEC topic list for the circulatory system (six lines) and one past WAEC question with its marking guide, and adds: “SS2, Nigerian secondary school, WAEC style, British spelling, use only the topics listed.” The new sheet stays inside the six lines, phrases questions the way WAEC phrases them (“State three functions of...”, “Describe the passage of blood from...”), and allocates marks the way the marking guide does. Same request, twenty seconds of pasting, a usable resource.

Notice what she did not have to do. She did not explain the Nigerian school system or argue with the model about what Grade 11 means. She showed it the shape and it copied the shape. That is the fastest way to move any of these tools: examples over descriptions.

Where the default helps

Sometimes the American frame is exactly what you want: preparing students for the SAT, for a US university application essay, or for an international curriculum like the IB or Cambridge IGCSE, all of which are heavily represented in the training text. For those, the model’s defaults are an asset.

The limitation

Pasting the syllabus fixes scope. It does not fix depth of local knowledge. The model can now stay inside your Class 10 chapter list, but it still knows less about how your board phrases questions, which topics carry marks year after year, and which chapters your students find hard, than a teacher who has marked ten years of papers. You have that. Bring it. The model supplies the volume; you supply the shape of your board.