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": "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_017401",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017402",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017403",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Consumer surplus in 1–2 sentences for an advanced academic audience."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017404",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017405",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017406",
"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 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_017407",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017408",
"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_017409",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is 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_017410",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017411",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain GDP deflator concisely and include one example application."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017412",
"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_017413",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017414",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017415",
"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 Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017416",
"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_017417",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017418",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017419",
"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_017420",
"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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017421",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017422",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017423",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017424",
"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_017425",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017426",
"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_017427",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017428",
"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 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_017429",
"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 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_017430",
"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 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_017431",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Marginal cost? Provide a precise definition and one implication."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017432",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Fiscal policy concisely and include one example application."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017433",
"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 Fiscal policy? Provide a precise definition and one implication."
}
]
} | Government spending and taxation decisions used to influence economic activity. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017434",
"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_017435",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017436",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017437",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017438",
"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). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017439",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Elasticity in 1–2 sentences for an advanced academic audience."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017440",
"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 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_017441",
"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 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_017442",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017443",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017444",
"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_017445",
"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_017446",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Natural rate of unemployment in 1–2 sentences for an advanced academic audience."
}
]
} | Unemployment consistent with stable inflation given frictions/structure. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017447",
"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 Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017448",
"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 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_017449",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017450",
"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_017451",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017452",
"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. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017453",
"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_017454",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define GDP deflator in 1–2 sentences for an advanced academic audience."
}
]
} | A price index: nominal GDP / real GDP × 100, capturing overall price level for domestic output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017455",
"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 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_017456",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Consumer surplus concisely and include one example application."
}
]
} | Difference between willingness to pay and actual price, aggregated over units. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017457",
"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 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_017458",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017459",
"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 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_017460",
"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_017461",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017462",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017463",
"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 Monetary policy? Provide a precise definition and one implication."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017464",
"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. Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017465",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Compound interest concisely and include one example application."
}
]
} | Interest calculated on both principal and accumulated interest. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017466",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain 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_017467",
"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_017468",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017469",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Monetary policy concisely and include one example application."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017470",
"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. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017471",
"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_017472",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017473",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017474",
"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 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_017475",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017476",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017477",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is 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_017478",
"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 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_017479",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017480",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is 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_017481",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Marginal cost in 1–2 sentences for an advanced academic audience."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017482",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017483",
"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 constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017484",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Elasticity? Provide a precise definition and one implication."
}
]
} | A unit-free measure of responsiveness of one variable to changes in another (often % changes). Implication: it constrains correct interpretation under assumptions. | {
"id": "WUA_ECON_25K_017485",
"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 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_017486",
"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 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_017487",
"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 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_017488",
"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_017489",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Compound interest in 1–2 sentences for an advanced academic audience."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017490",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "definition",
"difficulty": "seed",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain 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_017491",
"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 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_017492",
"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 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_017493",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Define Monetary policy in 1–2 sentences for an advanced academic audience."
}
]
} | Central bank actions (rates, reserves, balance sheet) to influence inflation/output. Example: used in applied research and professional practice. | {
"id": "WUA_ECON_25K_017494",
"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_017495",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "definition",
"difficulty": "advanced",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "What is Compound interest? Provide a precise definition and one implication."
}
]
} | Interest calculated on both principal and accumulated interest. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017496",
"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 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_017497",
"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_017498",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "definition",
"difficulty": "core",
"truth_mode": "textbook_definition",
"wrapper": "micro_refresher",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 180,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide precise definitions; avoid fluff."
},
{
"role": "user",
"content": "Explain Marginal cost concisely and include one example application."
}
]
} | The additional cost of producing one more unit; MC = ΔC/ΔQ. Implication: it supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017499",
"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 supports rigorous analysis and avoids common fallacies. | {
"id": "WUA_ECON_25K_017500",
"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"
} |
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