prompt dict | response string | meta dict | fact_sources list | artifacts dict |
|---|---|---|---|---|
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023101",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023102",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Elasticity concisely and include one example application."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023103",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023104",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023105",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023106",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023107",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023108",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023109",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023110",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023111",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023112",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023113",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023114",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023115",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023116",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023117",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023118",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023119",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023120",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023121",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023122",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023123",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023124",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023125",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023126",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023127",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023128",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023129",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023130",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023131",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Elasticity concisely and include one example application."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023132",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023133",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023134",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023135",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023136",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023137",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023138",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023139",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023140",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023141",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023142",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023143",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023144",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023145",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023146",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023147",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023148",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023149",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023150",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023151",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023152",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023153",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023154",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023155",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023156",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023157",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is GDP deflator? Provide a precise definition and one implication."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023158",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023159",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023160",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023161",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023162",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023163",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Consumer surplus? Provide a precise definition and one implication."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023164",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023165",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023166",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economic... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023167",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023168",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023169",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023170",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023171",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023172",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023173",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023174",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023175",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023176",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023177",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023178",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_023179",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023180",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023181",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023182",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023183",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023184",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023185",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Fiscal policy in 1–2 sentences for an advanced academic audience."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023186",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023187",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023188",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023189",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023190",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023191",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023192",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023193",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Natural rate of unemployment? Provide a precise definition and one implication."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023194",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023195",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_023196",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023197",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023198",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023199",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_023200",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
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