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examples: add ASI announcement study with logs and db
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{
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"timestamp": "2026-02-17T20:29:52.563391",
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"function": "reasoning_call",
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"provider": "claude",
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"request": {
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"model": "claude-sonnet-4-6",
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"prompt_length": 20420
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},
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"response": {
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"id": "msg_01QUaPsY7Qp6aCqDbpyRbJZk",
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"content": [
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{
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"id": "toolu_015zC8UGqWoZgbLmgF99QE6R",
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"input": {
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"attributes": [
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{
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"name": "asi_belief_prior",
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"type": "categorical",
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"category": "population_specific",
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"description": "Prior disposition toward believing ASI is possible or imminent before the demonstration (Believer/expected it, Open skeptic, Dismissive skeptic, Never thought about it)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"technology_adoption_posture",
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"education_level"
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],
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"identity_type": null
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},
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{
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"name": "ai_literacy_level",
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"type": "categorical",
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"category": "population_specific",
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"description": "Practical understanding of how AI systems work and their capabilities (Expert, Proficient, Basic, Minimal/none)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"education_level",
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"occupation_sector"
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]
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},
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{
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"name": "occupation_automation_exposure",
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"type": "categorical",
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"category": "population_specific",
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"description": "Degree to which the agent's occupation is rendered redundant by ASI-level cognitive capability (Fully redundant, Highly exposed, Partially exposed, Low exposure, Not applicable/already not working)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"occupation_sector",
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"employment_status",
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"education_level"
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]
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},
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{
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"name": "personal_health_stake",
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"type": "categorical",
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"category": "population_specific",
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"description": "Degree to which the agent or immediate family has a serious illness that ASI-produced cures could directly address (High/active serious illness, Moderate/chronic condition, Low/minor conditions, None)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"age",
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"has_children"
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]
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},
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{
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"name": "asi_governance_stance",
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"type": "categorical",
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"category": "population_specific",
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"description": "Preferred approach to governing ASI development and deployment (Government-led strict regulation, International treaty control, Light-touch oversight, Corporate self-governance, No regulation needed)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"political_orientation",
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"institutional_trust_level"
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]
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},
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{
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"name": "existential_risk_concern",
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"type": "categorical",
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"category": "population_specific",
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"description": "Level of concern that self-improving ASI poses an existential or civilizational risk to humanity (Extreme concern, Significant concern, Moderate concern, Minimal concern, No concern)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"asi_belief_prior",
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"neuroticism"
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]
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},
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{
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"name": "corporate_concentration_concern",
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"type": "categorical",
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"category": "population_specific",
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"description": "Concern about a small number of corporations or individuals controlling ASI and its benefits (Very concerned, Somewhat concerned, Neutral, Not concerned)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"political_orientation",
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"institutional_trust_level"
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]
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},
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{
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"name": "asi_adoption_intent",
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"type": "categorical",
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"category": "population_specific",
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"description": "Expressed intent to personally use ASI-powered tools once publicly available (Already using, Will adopt immediately, Will wait and see, Will resist unless necessary, Will avoid entirely)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"technology_adoption_posture",
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"ai_literacy_level"
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]
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},
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{
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"name": "geopolitical_china_asi_concern",
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"type": "categorical",
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"category": "population_specific",
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"description": "Level of concern about China's reported prior ASI achievement and its implications for US national security and global order (Extreme concern, Significant concern, Moderate concern, Minimal concern, U...[truncated]",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"political_orientation",
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"institutional_trust_level"
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]
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},
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{
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"name": "economic_disruption_anxiety",
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"type": "categorical",
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"category": "population_specific",
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"description": "Anxiety level about personal financial and career disruption caused by ASI-driven labor market transformation (Severe, High, Moderate, Low, None)",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"occupation_automation_exposure",
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"financial_margin_status"
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]
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},
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{
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"name": "abundance_optimism",
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"type": "float",
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"category": "personality",
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"description": "Stable disposition to believe that technological progress and ASI-driven abundance will materially improve human life, on a 0\u20131 scale",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"openness",
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"risk_tolerance"
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]
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},
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{
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"name": "information_verification_behavior",
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"type": "categorical",
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"category": "population_specific",
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"description": "How the agent verifies extraordinary claims like the ASI demonstration before updating beliefs (Rigorous multi-source verification, Moderate cross-checking, Trusts primary source, Trusts social networ...[truncated]",
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"strategy": "conditional",
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"scope": "individual",
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"depends_on": [
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"conscientiousness",
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"institutional_trust_level"
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]
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}
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],
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"include_big_five": false,
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"notes": "Big Five traits already exist in the base population. This overlay focuses on 12 new attributes specifically relevant to an ASI demonstration scenario: (1) prior beliefs and literacy about AI (asi_bel...[truncated]"
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},
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"name": "attribute_selection",
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"type": "tool_use",
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"caller": {
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"type": "direct"
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}
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}
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],
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"model": "claude-sonnet-4-6",
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"role": "assistant",
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"stop_reason": "tool_use",
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"stop_sequence": null,
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"type": "message",
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"usage": {
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"cache_creation": {
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"ephemeral_5m_input_tokens": "[REDACTED_SECRET]"
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},
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"cache_creation_input_tokens": "[REDACTED_SECRET]",
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"cache_read_input_tokens": "[REDACTED_SECRET]",
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"input_tokens": 6210,
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"output_tokens": 1619,
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"server_tool_use": null,
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"service_tier": "standard",
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"inference_geo": "global"
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}
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},
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"sources_extracted": []
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}
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{
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"timestamp": "2026-02-17T20:58:32.946015",
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"function": "simple_call",
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"provider": "claude",
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"request": {
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"model": "claude-sonnet-4-6",
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"prompt_length": 2578
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"id": "msg_01PqB9YRsTJqxSv81s1Qid5b",
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{
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"id": "toolu_01Gvev7ARY5fmN5a54PTJ4T1",
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"input": {
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"sufficient": true,
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"geography": "US",
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"agent_focus": "US adults representative of the national population, focused on opinion formation on national policy issues",
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"agent_focus_mode": "primary_only",
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"clarifications_needed": [],
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"name": "sufficiency_check",
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"server_tool_use": null,
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"service_tier": "standard",
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"inference_geo": "global"
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}
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},
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"sources_extracted": []
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}
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{
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"timestamp": "2026-02-17T20:59:31.137805",
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"function": "simple_call",
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"provider": "claude",
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"request": {
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"model": "claude-sonnet-4-6",
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"prompt_length": 2578
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},
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"response": {
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"id": "msg_01ULA2yc6b3GoZb5dTFo9FVC",
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"content": [
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{
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"id": "toolu_01HKtFFjFKEgdK1Wm2L5yYSS",
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"input": {
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"sufficient": true,
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"geography": "US",
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"agent_focus": "US adults representative of the national population, focused on opinion formation on national policy issues",
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"agent_focus_mode": "primary_only",
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"clarifications_needed": [],
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"questions": []
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},
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"name": "sufficiency_check",
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"type": "tool_use",
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"caller": {
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"type": "direct"
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],
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"model": "claude-sonnet-4-6",
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"stop_reason": "tool_use",
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"stop_sequence": null,
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"type": "message",
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"usage": {
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"ephemeral_5m_input_tokens": "[REDACTED_SECRET]"
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"inference_geo": "global"
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}
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},
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"sources_extracted": []
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}

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