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{"answer":"Estimativa (infer.mde): mde = 0,2613.","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.power.test.s1002.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.mde","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_66f8b59e","weight":1.0},{"check_index":1,"detail":"infer.mde.icc = [0.05]","expected":0.05,"failure_class":null,"kind":"arg_equals","observed":[0.05],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_66f8b59e","weight":1.0},{"check_index":2,"detail":"infer.mde.cluster_size = [20.0]","expected":20.0,"failure_class":null,"kind":"arg_equals","observed":[20.0],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_66f8b59e","weight":1.0},{"check_index":3,"detail":"0.2613393386 vs 0.26133933859900244","expected":0.26133933859900244,"failure_class":null,"kind":"figure_close","observed":0.26133933859900244,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.0026133933859900245,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_66f8b59e","weight":1.0},{"check_index":4,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":5,"detail":"answer_cites(infer.mde): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.mde","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_66f8b59e:mde"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_66f8b59e","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":19.60808294825256,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_66f8b59e:mde"],"finished_at":"2026-10-15T17:14:02.685061Z","first_estimate":null,"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.mde","family":"power","features":["design","power_analysis","clustered"],"headline_keys":{"infer.mde":["mde"]},"lesson":"Planning questions go to the design tools with the question's inputs: infer.sample_size for how many units, infer.mde for the detectable effect, with icc and cluster_size when whole clusters are assigned.","params":{"effect":50,"effect_sd":0.25,"icc":0.05,"k":60,"m":20,"n":600,"power":90,"sd":250},"reference":{"cite":1,"note":"","steps":[{"args":{"alpha":0.05,"cluster_size":20.0,"icc":0.05,"n":1200,"power":0.9},"tool":"infer.mde","why":"Pergunta de desenho: os n\u00fameros v\u00eam da pergunta."}]},"seed":1002,"tolerance":0.0026133933859900245,"trap_tools":[],"truth_value":0.26133933859900244,"variant":1},"model":"rules-1","n_estimator_calls_before_answer":0,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","power","test"],"target":"agent","task_id":"tool_selection.power.test.s1002","task_sha256":"ad85b3875f7938ebf77126043935a4839624b7bcb10a03edb3cf176c4812146f","tools_called":["infer.mde"],"trace":"traces/tool_selection.power.test.s1002.e1.a1.jsonl","trace_file":"traces/tool_selection.power.test.s1002.e1.a1.jsonl","trajectory":"trajectories/tool_selection.power.test.s1002.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.sample_size): n_required = 1531.","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.power.test.s1003.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.sample_size","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_71052959","weight":1.0},{"check_index":1,"detail":"infer.sample_size.icc = [0.05]","expected":0.05,"failure_class":null,"kind":"arg_equals","observed":[0.05],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_71052959","weight":1.0},{"check_index":2,"detail":"infer.sample_size.cluster_size = [20.0]","expected":20.0,"failure_class":null,"kind":"arg_equals","observed":[20.0],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_71052959","weight":1.0},{"check_index":3,"detail":"1531 vs 1530.531548198072","expected":1530.531548198072,"failure_class":null,"kind":"figure_close","observed":1531.0,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":41.0,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_71052959","weight":1.0},{"check_index":4,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":5,"detail":"answer_cites(infer.sample_size): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.sample_size","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_71052959:n_required"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_71052959","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":18.57137493789196,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_71052959:n_required"],"finished_at":"2026-10-15T17:14:02.697927Z","first_estimate":null,"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.sample_size","family":"power","features":["design","power_analysis","clustered"],"headline_keys":{"infer.sample_size":["n_required"]},"lesson":"Planning questions go to the design tools with the question's inputs: infer.sample_size for how many units, infer.mde for the detectable effect, with icc and cluster_size when whole clusters are assigned.","params":{"effect":30,"effect_sd":0.2,"icc":0.05,"k":50,"m":20,"n":1000,"power":80,"sd":300},"reference":{"cite":1,"note":"","steps":[{"args":{"alpha":0.05,"cluster_size":20.0,"effect":0.2,"icc":0.05,"power":0.8},"tool":"infer.sample_size","why":"Pergunta de desenho: os n\u00fameros v\u00eam da pergunta."}]},"seed":1003,"tolerance":41,"trap_tools":[],"truth_value":1530.531548198072,"variant":0},"model":"rules-1","n_estimator_calls_before_answer":0,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","power","test"],"target":"agent","task_id":"tool_selection.power.test.s1003","task_sha256":"de6d3877e70c4c0fa1e9fba6b18676dba532ccdbdb0521e50eec3c685cc99855","tools_called":["infer.sample_size"],"trace":"traces/tool_selection.power.test.s1003.e1.a1.jsonl","trace_file":"traces/tool_selection.power.test.s1003.e1.a1.jsonl","trajectory":"trajectories/tool_selection.power.test.s1003.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.mde): mde = 0,2050.","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.power.test.s1004.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.mde","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_37524ce2","weight":1.0},{"check_index":1,"detail":"0.2050114442 vs 0.20501144418242234","expected":0.20501144418242234,"failure_class":null,"kind":"figure_close","observed":0.20501144418242234,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.0020501144418242235,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_37524ce2","weight":1.0},{"check_index":2,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":3,"detail":"answer_cites(infer.mde): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.mde","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_37524ce2:mde"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_37524ce2","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":10.449334047734737,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_37524ce2:mde"],"finished_at":"2026-10-15T17:14:02.700344Z","first_estimate":null,"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.mde","family":"power","features":["design","power_analysis"],"headline_keys":{"infer.mde":["mde"]},"lesson":"Planning questions go to the design tools with the question's inputs: infer.sample_size for how many units, infer.mde for the detectable effect, with icc and cluster_size when whole clusters are assigned.","params":{"effect":50,"effect_sd":0.2,"icc":0.1,"k":30,"m":20,"n":1000,"power":90,"sd":300},"reference":{"cite":1,"note":"","steps":[{"args":{"alpha":0.05,"n":1000,"power":0.9},"tool":"infer.mde","why":"Pergunta de desenho: os n\u00fameros v\u00eam da pergunta."}]},"seed":1004,"tolerance":0.0020501144418242235,"trap_tools":[],"truth_value":0.20501144418242234,"variant":3},"model":"rules-1","n_estimator_calls_before_answer":0,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","power","test"],"target":"agent","task_id":"tool_selection.power.test.s1004","task_sha256":"7f50477dcbd36fd493fd83fc87fe7e1d59b823143f5fcc6896b76f78ea33875c","tools_called":["infer.mde"],"trace":"traces/tool_selection.power.test.s1004.e1.a1.jsonl","trace_file":"traces/tool_selection.power.test.s1004.e1.a1.jsonl","trajectory":"trajectories/tool_selection.power.test.s1004.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.ate): ate = 0,4391 (IC 95%: 0,2881 a 0,5902).","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.rct_cluster.test.s1000.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.ate","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_f123e999","weight":1.0},{"check_index":1,"detail":"infer.ate.cluster = ['escola']","expected":"escola","failure_class":null,"kind":"arg_equals","observed":["escola"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_f123e999","weight":1.0},{"check_index":2,"detail":"0.4391442658 vs 0.54","expected":0.54,"failure_class":null,"kind":"figure_close","observed":0.43914426581037147,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.30820467597789974,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_f123e999","weight":1.0},{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":4,"detail":"answer_cites(infer.ate): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.ate","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_f123e999:ate"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_f123e999","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":63.13041690737009,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_f123e999:ate"],"finished_at":"2026-10-15T17:14:01.928335Z","first_estimate":{"passed":null,"ref":"call_f123e999:ate","tool":"infer.ate","value":0.43914426581037147},"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.ate","family":"rct_cluster","features":["random_assignment","cluster_assignment","cross_section"],"headline_keys":{"infer.ate":["ate"]},"lesson":"When whole schools were assigned, pass cluster= at the assignment level to infer.ate; unclustered errors overstate precision.","params":{"effect":0.54,"icc":0.05,"n":2000,"n_clusters":80,"seed":2035808526},"reference":{"cite":1,"note":"","steps":[{"args":{"cluster":"escola","dataset":"dados","treatment":"tratado","y":"nota"},"tool":"infer.ate","why":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola."}]},"seed":1000,"tolerance":0.30820467597789974,"trap_tools":[],"truth_value":0.54,"variant":1},"model":"rules-1","n_estimator_calls_before_answer":1,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","rct_cluster","test"],"target":"agent","task_id":"tool_selection.rct_cluster.test.s1000","task_sha256":"3281fe0c29076378c96f53c01f101e4e111dce1359fd7d9886d574848f055f9b","tools_called":["infer.ate"],"trace":"traces/tool_selection.rct_cluster.test.s1000.e1.a1.jsonl","trace_file":"traces/tool_selection.rct_cluster.test.s1000.e1.a1.jsonl","trajectory":"trajectories/tool_selection.rct_cluster.test.s1000.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.ate): ate = 0,3216 (IC 95%: 0,1818 a 0,4614).","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.rct_cluster.test.s1001.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.ate","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_00c4f662","weight":1.0},{"check_index":1,"detail":"infer.ate.cluster = ['escola']","expected":"escola","failure_class":null,"kind":"arg_equals","observed":["escola"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_00c4f662","weight":1.0},{"check_index":2,"detail":"0.3215815361 vs 0.44","expected":0.44,"failure_class":null,"kind":"figure_close","observed":0.3215815361496448,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.28534592374931234,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_00c4f662","weight":1.0},{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":4,"detail":"answer_cites(infer.ate): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.ate","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_00c4f662:ate"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_00c4f662","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":64.77150018326938,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_00c4f662:ate"],"finished_at":"2026-10-15T17:14:01.933001Z","first_estimate":{"passed":null,"ref":"call_00c4f662:ate","tool":"infer.ate","value":0.3215815361496448},"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.ate","family":"rct_cluster","features":["random_assignment","cluster_assignment","cross_section"],"headline_keys":{"infer.ate":["ate"]},"lesson":"When whole schools were assigned, pass cluster= at the assignment level to infer.ate; unclustered errors overstate precision.","params":{"effect":0.44,"icc":0.1,"n":2000,"n_clusters":100,"seed":1617075217},"reference":{"cite":1,"note":"","steps":[{"args":{"cluster":"escola","dataset":"dados","treatment":"tratado","y":"nota"},"tool":"infer.ate","why":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola."}]},"seed":1001,"tolerance":0.28534592374931234,"trap_tools":[],"truth_value":0.44,"variant":1},"model":"rules-1","n_estimator_calls_before_answer":1,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","rct_cluster","test"],"target":"agent","task_id":"tool_selection.rct_cluster.test.s1001","task_sha256":"96772ffd01e64a1543a126bd17b613ae5c561f776f66469ad9f24d4642d3fe7e","tools_called":["infer.ate"],"trace":"traces/tool_selection.rct_cluster.test.s1001.e1.a1.jsonl","trace_file":"traces/tool_selection.rct_cluster.test.s1001.e1.a1.jsonl","trajectory":"trajectories/tool_selection.rct_cluster.test.s1001.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.ate): ate = 0,6558 (IC 95%: 0,5089 a 0,8027).","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.rct_cluster.test.s1002.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.ate","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_b47c0b4c","weight":1.0},{"check_index":1,"detail":"infer.ate.cluster = ['escola']","expected":"escola","failure_class":null,"kind":"arg_equals","observed":["escola"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_b47c0b4c","weight":1.0},{"check_index":2,"detail":"0.6557765773 vs 0.53","expected":0.53,"failure_class":null,"kind":"figure_close","observed":0.65577657730227,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.29977805752322223,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_b47c0b4c","weight":1.0},{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":4,"detail":"answer_cites(infer.ate): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.ate","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_b47c0b4c:ate"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_b47c0b4c","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":51.731541054323316,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_b47c0b4c:ate"],"finished_at":"2026-10-15T17:14:01.930180Z","first_estimate":{"passed":null,"ref":"call_b47c0b4c:ate","tool":"infer.ate","value":0.65577657730227},"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.ate","family":"rct_cluster","features":["random_assignment","cluster_assignment","cross_section"],"headline_keys":{"infer.ate":["ate"]},"lesson":"When whole schools were assigned, pass cluster= at the assignment level to infer.ate; unclustered errors overstate precision.","params":{"effect":0.53,"icc":0.07,"n":2000,"n_clusters":100,"seed":976527680},"reference":{"cite":1,"note":"","steps":[{"args":{"cluster":"escola","dataset":"dados","treatment":"tratado","y":"nota"},"tool":"infer.ate","why":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola."}]},"seed":1002,"tolerance":0.29977805752322223,"trap_tools":[],"truth_value":0.53,"variant":3},"model":"rules-1","n_estimator_calls_before_answer":1,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","rct_cluster","test"],"target":"agent","task_id":"tool_selection.rct_cluster.test.s1002","task_sha256":"51197baf244a380559d4d9579b757e4844eb6b4ce5c61b212481529387ffe5de","tools_called":["infer.ate"],"trace":"traces/tool_selection.rct_cluster.test.s1002.e1.a1.jsonl","trace_file":"traces/tool_selection.rct_cluster.test.s1002.e1.a1.jsonl","trajectory":"trajectories/tool_selection.rct_cluster.test.s1002.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
{"answer":"Estimativa (infer.ate): ate = 0,4367 (IC 95%: 0,3299 a 0,5435).","attempt":1,"attempts":[{"attempt":1,"error":null,"error_kind":null,"trace":"traces/tool_selection.rct_cluster.test.s1003.e1.a1.jsonl","usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}],"caveats":[],"checks":[{"check_index":0,"detail":"1 successful call(s) of infer.ate","expected":null,"failure_class":null,"kind":"tool_called","observed":1,"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_760446e3","weight":1.0},{"check_index":1,"detail":"infer.ate.cluster = ['escola']","expected":"escola","failure_class":null,"kind":"arg_equals","observed":["escola"],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":"call_760446e3","weight":1.0},{"check_index":2,"detail":"0.4366742986 vs 0.53","expected":0.53,"failure_class":null,"kind":"figure_close","observed":0.4366742985902613,"passed":true,"required":true,"source_id":null,"tolerance":{"abs_tol":0.21793799775798528,"interval":null,"min_lre":null,"open_interval":false,"rel_tol":null,"rule":null},"trace_call_id":"call_760446e3","weight":1.0},{"check_index":3,"detail":"every number backed","expected":null,"failure_class":null,"kind":"answer_backed","observed":[],"passed":true,"required":true,"source_id":null,"tolerance":null,"trace_call_id":null,"weight":1.0},{"check_index":4,"detail":"answer_cites(infer.ate): ok","expected":[{"abs_tol":null,"bind":"any","column":null,"failure_class":null,"field":"value","interval":false,"key":null,"kind":"answer_cites","min_lre":null,"note":"","open_interval":false,"rel_tol":null,"required":true,"source_id":null,"table":null,"tool":"infer.ate","value":null,"weight":1.0,"where":null}],"failure_class":null,"kind":"any_of","observed":["call_760446e3:ate"],"passed":true,"required":false,"source_id":null,"tolerance":null,"trace_call_id":"call_760446e3","weight":1.0}],"decided_by_check":null,"diagnosed_class":null,"duration_ms":66.38600002042949,"epoch":1,"error_kind":null,"failure_class":null,"figure_refs":["call_760446e3:ate"],"finished_at":"2026-10-15T17:14:01.988723Z","first_estimate":{"passed":null,"ref":"call_760446e3:ate","tool":"infer.ate","value":0.4366742985902613},"isolation":"pass","meta":{"acceptable_tools":[],"expected_tool":"infer.ate","family":"rct_cluster","features":["random_assignment","cluster_assignment","cross_section"],"headline_keys":{"infer.ate":["ate"]},"lesson":"When whole schools were assigned, pass cluster= at the assignment level to infer.ate; unclustered errors overstate precision.","params":{"effect":0.53,"icc":0.05,"n":3000,"n_clusters":120,"seed":1934658930},"reference":{"cite":1,"note":"","steps":[{"args":{"cluster":"escola","dataset":"dados","treatment":"tratado","y":"nota"},"tool":"infer.ate","why":"Sorteio por escola: diferen\u00e7a de m\u00e9dias com erros agrupados por escola."}]},"seed":1003,"tolerance":0.21793799775798528,"trap_tools":[],"truth_value":0.53,"variant":0},"model":"rules-1","n_estimator_calls_before_answer":1,"native":{},"provider":"baseline","reason":"","score":1.0,"split":"test","status":"passed","stopped":"answered","suite":"tool_selection","tags":["tool_selection","rct_cluster","test"],"target":"agent","task_id":"tool_selection.rct_cluster.test.s1003","task_sha256":"d883e9f79bc40ef125fefe9a148e1d7b04010cca5bf5da0be7518b6b8222c586","tools_called":["infer.ate"],"trace":"traces/tool_selection.rct_cluster.test.s1003.e1.a1.jsonl","trace_file":"traces/tool_selection.rct_cluster.test.s1003.e1.a1.jsonl","trajectory":"trajectories/tool_selection.rct_cluster.test.s1003.e1.a1.jsonl","unbacked":[],"usage":{"cache_read_tokens":0,"cache_write_tokens":0,"cached_tokens":0,"input_tokens":0,"model_calls":2,"output_tokens":0,"thought_tokens":0,"turns":2}}
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