PKE
Trace de abstração
Frase → JSON da LLM → claims → primitivos. Até onde o James desceu nesta fala.
PKE · 20260919183320_8695266d7f0a19f955f8d5a72ff0c097.log
=== 2026-09-19T21:33:20.703165Z stage=discourse_input ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"conversation_id": "conv_01M2XSAASRY5XQY8223DAMT4E3",
"active_focus": {
"primitive": "relation",
"relation_type": "relation.studies_at",
"target_type": "entity.organization",
"entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
],
"display_name": "Unifor"
},
"recent_referents": [
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"type_key": "entity.organization",
"display_name": "Unifor",
"role": "active_focus",
"salience": 1.0
}
],
"allowed_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
],
"pending_intent": null
}
=== 2026-09-19T21:33:23.085179Z stage=llm_response ===
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pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
provider_request_id: 03f125c1-9da4-4bf4-982e-9d45920df41c
attempt: 1
model: deepseek-flash
latency_ms: 2344
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo ciencias de dados na unifor",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"relation_expression": "estuda na",
"link_semantics": true,
"entities_mentioned": [
{
"text": "ciências de dados",
"reference_kind": "class",
"class_hint": "field_of_study"
},
{
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
}
],
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"predicate": "studies_at",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person"
},
"predicate": "field_of_study",
"value_text": "ciências de dados",
"origin": "explicit"
}
],
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "continue",
"confidence": 0.9
}
}
=== 2026-09-19T21:33:23.100827Z stage=normalize ===
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pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo ciencias de dados na unifor",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"relation_expression": "estuda na",
"link_semantics": true,
"entities_mentioned": [
{
"text": "ciências de dados",
"reference_kind": "class",
"class_hint": "field_of_study"
},
{
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
}
],
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"predicate": "studies_at",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person"
},
"predicate": "field_of_study",
"value_text": "ciências de dados",
"origin": "explicit"
}
],
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "continue",
"confidence": 0.9
}
}
=== 2026-09-19T21:33:23.114122Z stage=proposal ===
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pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
ir_kind: semantic_proposal
---
{
"raw_input": "eu estudo ciencias de dados na unifor",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [
{
"text": "ciências de dados",
"reference_kind": "class",
"class_hint": "field_of_study",
"confidence": 1.0
},
{
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
}
],
"relation_expression": "estuda na",
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"negation": false,
"change_semantics": false,
"condition_semantics": false,
"link_semantics": true,
"stable_property_semantics": false,
"classification_semantics": false,
"measurement_semantics": false,
"domain_hints": [],
"confidence": 0.9,
"assertion_confidence": {},
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "named",
"confidence": 1.0
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "contextual",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
},
"predicate": "studies_at",
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "named",
"confidence": 1.0
},
"predicate": "field_of_study",
"value_text": "ciências de dados",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "continue"
}
=== 2026-09-19T21:33:23.125448Z stage=repair ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
utterance_kind: assert
primitive_hint: relation
repairs_applied: ["class_hint_propagation"]
---
{
"raw_input": "eu estudo ciencias de dados na unifor",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"class_hint": "field_of_study",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [
{
"text": "ciências de dados",
"reference_kind": "class",
"class_hint": "field_of_study",
"confidence": 1.0
},
{
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "named",
"class_hint": "field_of_study",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
}
],
"relation_expression": "estuda na",
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"negation": false,
"change_semantics": false,
"condition_semantics": false,
"link_semantics": true,
"stable_property_semantics": false,
"classification_semantics": false,
"measurement_semantics": false,
"domain_hints": [],
"confidence": 0.9,
"assertion_confidence": {},
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "named",
"confidence": 1.0
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"reference_kind": "contextual",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"confidence": 1.0
},
"predicate": "studies_at",
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "named",
"confidence": 1.0
},
"predicate": "field_of_study",
"value_text": "ciências de dados",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "continue"
}
=== 2026-09-19T21:33:23.136415Z stage=claims ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
---
{
"claims": [
{
"claim_id": "c1",
"kind": "relation",
"origin": "explicit",
"confidence": 1.0,
"subject": "self",
"object": "Unifor",
"predicate": "studies_at"
},
{
"claim_id": "c2",
"kind": "attribute",
"origin": "explicit",
"confidence": 1.0,
"subject": "self",
"predicate": "field_of_study",
"value": "ciências de dados",
"canonical_dimension": "attribute.learned.field_of_study",
"dimension_source": "learned"
}
]
}
=== 2026-09-19T21:33:23.145720Z stage=assessment ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
---
{
"status": "actionable",
"routed_primitive": "relation",
"decision_source": "explicit_atomic_claims",
"evidence": [
"claim:c1:relation",
"claim:c2:attribute",
"primitive_hint:relation"
],
"ignored_fallbacks": [],
"missing_semantic_roles": [],
"conflicting_signals": [],
"notes": [
"explicit atomic claims → relation"
]
}
=== 2026-09-19T21:33:23.154886Z stage=relation_resolution_input ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_resolution_input",
"expression": "studies_at",
"alias_key": "studies_at",
"source_type": "person",
"target_type": "organization",
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-19T21:33:23.161113Z stage=relation_alias_lookup ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_alias_lookup",
"expression": "studies_at",
"result": "canonical",
"canonical_relation": "relation.studies_at",
"swap_endpoints": false,
"source": "core"
}
=== 2026-09-19T21:33:23.170954Z stage=canonical ===
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interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu estudo ciencias de dados na unifor
ir_type: IngestIR
wire_stage: canonical
execution_outcome: valid_executable
execution_reasons: ["attribute dimension=attribute.learned.field_of_study source=learned"]
primitive: relation
concepts_status: resolved
concepts_notes: ["relation_resolved=relation.studies_at", "relation_resolution_source=core", "relation_resolution_stage=canonical"]
relation_type: relation.studies_at
---
{
"intent": "record_relation",
"raw_input": "eu estudo ciencias de dados na unifor",
"domains": [],
"entities_mentioned": [
{
"text": "Unifor",
"type_hint": {
"key": "entity.organization"
},
"suggested_aliases": [],
"confidence": 1.0,
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"reference_kind": "named"
},
{
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
}
],
"attribute": {
"subject": {
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
"dimension_key": "attribute.learned.field_of_study",
"value_kind": "text",
"text_value": "ciências de dados",
"is_current": true,
"time": {
"original_text": "",
"occurrence_status": "ongoing"
}
},
"additional_attributes": [],
"additional_measurements": [],
"relation": {
"type": {
"key": "relation.studies_at"
},
"subject": {
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
"object": {
"text": "Unifor",
"type_hint": {
"key": "entity.learned.field_of_study"
},
"suggested_aliases": [],
"confidence": 1.0,
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"reference_kind": "named"
},
"mode": "assert",
"time": {
"original_text": "",
"occurrence_status": "ongoing"
}
},
"additional_relations": [],
"missing_hints": [],
"claim_report": {
"received": 2,
"assumed_dropped": 0,
"derived_deferred": 0,
"unsupported": 0,
"notes": [],
"executions": [
{
"claim_id": "c1",
"kind": "relation",
"status": "overlayed",
"predicate": "studies_at",
"canonical_dimension": "relation.studies_at",
"materialized_as": "relation"
},
{
"claim_id": "c2",
"kind": "attribute",
"status": "overlayed",
"predicate": "field_of_study",
"canonical_dimension": "attribute.learned.field_of_study",
"dimension_source": "learned",
"value": "ciências de dados",
"materialized_as": "attribute"
}
]
},
"discourse_decision": "continue"
}
=== 2026-09-19T21:33:23.177758Z stage=discourse_resolution ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"decision": "continue",
"source": "active_focus",
"resolved_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
]
}
=== 2026-09-19T21:33:23.208094Z stage=entity_resolution ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"resolutions": [
{
"reference": {
"text": "Unifor",
"reference_kind": "named",
"type_hint": "entity.organization"
},
"strategy": "explicit_id",
"outcome": "resolved",
"candidate_count": 1,
"candidates": [
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"canonical_name": "Unifor",
"type": "entity.organization",
"match": "type"
}
],
"resolved_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
]
},
{
"reference": {
"text": "self",
"reference_kind": "contextual",
"type_hint": "entity.person"
},
"strategy": "principal_self",
"outcome": "resolved",
"candidate_count": 1,
"candidates": [
{
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"canonical_name": "__principal__",
"type": "entity.person",
"match": "principal"
}
],
"resolved_entity_ids": [
"01M2AZ0YGCFRZ6VKPSCCMVTBN8"
]
}
],
"count": 2
}
=== 2026-09-19T21:33:23.226695Z stage=materialization ===
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interpreter_request_id: 6898851f-d5b6-456a-86b2-ce6fc43d13f9
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"entities_created": [],
"entities_reused": [
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"canonical_name": "Unifor",
"type": "entity.organization"
},
{
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"canonical_name": "__principal__",
"type": "entity.person"
}
],
"relations_created": [
{
"relation_id": "01M2EC1QPH05A2ASHB7BSHS4XX",
"subject_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"type": "relation.studies_at",
"object_id": "01M2EC1QP594DJS3742ME28KTY"
}
],
"attributes_created": [
{
"attribute_id": "01M2XSD5CEF2MPR0VF3TRKZVKF",
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"dimension": "attribute.learned.field_of_study",
"value": "ciências de dados"
}
],
"measurements_created": [],
"claim_results": [
{
"claim_id": "c1",
"kind": "relation",
"status": "committed",
"predicate": "studies_at",
"canonical_dimension": "relation.studies_at",
"dimension_source": null,
"value": null,
"reason": null,
"materialized_as": "relation",
"relation_id": "01M2EC1QPH05A2ASHB7BSHS4XX"
},
{
"claim_id": "c2",
"kind": "attribute",
"status": "committed",
"predicate": "field_of_study",
"canonical_dimension": "attribute.learned.field_of_study",
"dimension_source": "learned",
"value": "ciências de dados",
"reason": null,
"materialized_as": "attribute",
"attribute_id": "01M2XSD5CEF2MPR0VF3TRKZVKF",
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8"
}
],
"claim_tally": {
"received": 2,
"valid": 2,
"committed": 2,
"derived": 0,
"rejected": 0,
"deferred": 0
}
}
=== 2026-09-19T21:33:23.253298Z stage=discourse_update ===
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conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"previous_focus": [
"01M2EC1QP594DJS3742ME28KTY"
],
"new_focus": [
"01M2EC1QP594DJS3742ME28KTY"
],
"reason": "successful_attribute_write",
"active_focus": {
"primitive": "ingest",
"relation_type": "relation.studies_at",
"target_type": "entity.organization",
"entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
],
"display_name": "Unifor"
},
"recent_referents": [
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"type_key": "entity.organization",
"display_name": "Unifor",
"role": "active_focus",
"salience": 1.0
}
],
"idle_turns": 0
}
=== 2026-09-19T21:33:23.260207Z stage=engine ===
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
pke_request_id: req_01M2XSD2WK822AVK2X3PVQ7733
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"path": "ingest",
"status": "committed",
"is_correction": false,
"issues": [],
"bound_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY",
"01M2AZ0YGCFRZ6VKPSCCMVTBN8"
],
"claims": {
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"valid": 2,
"committed": 2,
"derived": 0,
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}
}
=== 2026-09-19T21:33:23.327861Z stage=presenter_request ===
request_id: req_01M2XSD2WK822AVK2X3PVQ7733
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
conversation_id: c98889ca-ca86-4c63-8506-b5099b9c15cb
user_message_id: msg_01M2XSD2W0VNXSVW36JTHSB1X0
operation: knowledge_write
status: committed
---
{
"user_text": "eu estudo ciencias de dados na unifor",
"structured_result": {
"status": "committed",
"operation": "knowledge_write",
"kind": "acknowledgement",
"value": null,
"values": [],
"relation_answer": null,
"matched_entities": [],
"candidates": [],
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"items": [],
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"unit": null,
"entity": null,
"claims": {
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"derived": 0,
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}
},
"conversation_context": [
{
"role": "assistant",
"text": "Não entendi bem o que você quis dizer com \"o que eu estudo\". Pode reformular?"
},
{
"role": "user",
"text": "qual curso eu estudo na unifor?"
},
{
"role": "assistant",
"text": "Você estuda na Unifor, mas o curso específico eu não sei te dizer."
},
{
"role": "user",
"text": "eu faço um MBA em ciências de dados"
},
{
"role": "assistant",
"text": "Não consegui guardar essa informação sobre o seu MBA."
}
],
"presenter_provider": "deepseek",
"presenter_model": "deepseek-chat",
"attempt": 1
}
=== 2026-09-19T21:33:24.288659Z stage=presenter_response ===
request_id: req_01M2XSD2WK822AVK2X3PVQ7733
client_request_id: 8695266d7f0a19f955f8d5a72ff0c097
conversation_id: c98889ca-ca86-4c63-8506-b5099b9c15cb
user_message_id: msg_01M2XSD2W0VNXSVW36JTHSB1X0
provider_request_id: 6c63c729-4902-46dd-a977-df52b374d11b
status: ok
---
{
"text": "Entendi, você estuda ciências de dados na Unifor. Vou lembrar disso.",
"presenter_provider": "deepseek",
"presenter_model": "deepseek-flash",
"provider": "deepseek",
"model": "deepseek-flash",
"fallback_used": false,
"latency_ms": 934,
"attempt": 1,
"provider_request_id": "6c63c729-4902-46dd-a977-df52b374d11b",
"status": "ok"
}
