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": "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_022501",
"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 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_022502",
"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 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_022503",
"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 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_022504",
"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_022505",
"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_022506",
"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_022507",
"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 Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022508",
"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 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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022509",
"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 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_022510",
"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 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_022511",
"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). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022512",
"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 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_022513",
"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 Elasticity concisely and include one example application."
}
]
} | 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_022514",
"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_022515",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022516",
"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 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_022517",
"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 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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022518",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022519",
"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_022520",
"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 GDP deflator? Provide a precise definition and one implication."
}
]
} | 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_022521",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022522",
"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 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_022523",
"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 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_022524",
"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 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_022525",
"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_022526",
"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 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_022527",
"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_022528",
"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_022529",
"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 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_022530",
"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 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_022531",
"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 Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022532",
"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 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_022533",
"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 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_022534",
"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 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_022535",
"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 Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022536",
"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 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_022537",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022538",
"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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022539",
"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 Natural rate of unemployment concisely and include one example application."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022540",
"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_022541",
"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 Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022542",
"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 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_022543",
"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_022544",
"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 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_022545",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022546",
"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 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_022547",
"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 GDP deflator? Provide a precise definition and one implication."
}
]
} | 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_022548",
"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 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_022549",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022550",
"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 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_022551",
"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 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_022552",
"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 Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022553",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022554",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022555",
"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 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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022556",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022557",
"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": "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_022558",
"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_022559",
"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 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_022560",
"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 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_022561",
"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 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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022562",
"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 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_022563",
"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 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_022564",
"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 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_022565",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022566",
"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 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_022567",
"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 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_022568",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022569",
"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 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_022570",
"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 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_022571",
"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 Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022572",
"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": "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_022573",
"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 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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022574",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022575",
"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 Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022576",
"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_022577",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022578",
"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 Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022579",
"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_022580",
"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": "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_022581",
"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_022582",
"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_022583",
"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 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_022584",
"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 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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022585",
"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_022586",
"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 Elasticity concisely and include one example application."
}
]
} | 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_022587",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_022588",
"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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_022589",
"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 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_022590",
"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 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_022591",
"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 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_022592",
"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 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_022593",
"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_022594",
"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_022595",
"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 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_022596",
"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_022597",
"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 Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_022598",
"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_022599",
"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 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_022600",
"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"
} |
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