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Case study school

  Case Study 1: Science Topic: Ecosystems & Food Webs Goal: Helping students understand how removing a single species affects an entire environment. The Standard Prompt (Basic): "Explain the food web to a Class 6 student and give an example." The Engineered Prompt (Workshop Version): Role: You are an Environmental Scientist specializing in Tropical Rainforests. Task: Create a "What If" mystery for a Class VI student. Scenario: Describe a vibrant rainforest ecosystem including a Jaguar, Toucans, Fruit Bats, and Mahogany trees. The Mystery: Explain what happens to the Mahogany trees if the Jaguars were to suddenly disappear from the forest. Format: Write this as a 3-paragraph story. End with 3 "Observation Questions" that ask the student to predict the fate of the smaller plants on the forest floor. 🔢 Case Study 2: Mathematics Topic: Decimals & Percentages in the Real World Goal: Moving math away from abstract numbers and into "Pract...
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AI Bias story

  Case Study: The Scholarship Bot Audit Subject: Social Studies / Ethics / Computer Science Target Level: High School (Grades 8–12) Persona: Chief Ethics Officer 1. The Scenario A prestigious university launched an AI called "Scholarship Bot 2.0" to find future leaders. The AI was trained on 50 years of student records (1970–2020) to identify the "Success DNA" of a student. When the results came out, the bot rejected 100% of the students who listed "Football Captain" as their main extracurricular activity, but it accepted almost everyone who listed "Cricket Captain." 2. The Investigation (The "Why") As the Chief Ethics Officer , you open the "Black Box" of the AI to see its logic. You discover a Historical Data Bias : The Data Trap: Between 1970 and 1990, the university's records showed that most students who became CEOs or successful doctors played Cricket. Very few played Football during that era. The AI's Logi...

tmak survey

  TMAK AI: Operations & Innovation Survey 2026 Purpose of Survey The TMAK AI team is focused on building Industrial Super Intelligence . To better support your workflow, we need to identify where manual effort can be replaced by intelligent automation. This survey will help us prioritize the next phase of AI development for Technomak. I. Employee Profile Full Name: _________________________________________________ Technomak Email ID: __________________________@technomak.com Department: [ ] HR & Admin [ ] Sales & Marketing [ ] Estimation & Projects [ ] Engineering [ ] Store & Production [ ] Accounts & Finance Current Designation/Role: ____________________________________ II. Daily Activity Audit Please list the top three tasks that occupy the majority of your daily working hours (e.g., cross-checking documents, technical reviews, vendor follow-ups). III. Departmental Pain Points What are the three biggest "bottlenecks" or challenges your department ...