PKE
Trace de abstração
Frase → JSON da LLM → claims → primitivos. Até onde o James desceu nesta fala.
PKE · 20260913185214_42671d1af200b715df68d2e8351ae88d.log
=== 2026-09-13T21:52:14.394074Z stage=discourse_input ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"conversation_id": "conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M",
"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
},
{
"entity_id": "01M2DR6BFCRPF7W8Z328GVGZN2",
"type_key": "entity.organization",
"display_name": "Orion",
"role": "previous_focus",
"salience": 0.51
}
],
"allowed_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY",
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"pending_intent": null
}
=== 2026-09-13T21:52:16.749123Z stage=llm_response ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
provider_request_id: f2076407-614f-4e95-b18b-770f737d4678
attempt: 1
model: deepseek-flash
latency_ms: 2343
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu faço POS de MBA em ciência 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",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"reference_kind": "named"
},
"relation_expression": "estuda em / faz pós-graduação em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "continue",
"confidence": 0.8,
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"predicate": "studies_at",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"predicate": "education_level",
"value_text": "pós-graduação / MBA",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"predicate": "field_of_study",
"value_text": "ciência de dados",
"origin": "explicit"
}
]
}
}
=== 2026-09-13T21:52:16.758381Z stage=normalize ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu faço POS de MBA em ciência 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",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"reference_kind": "named"
},
"relation_expression": "estuda em / faz pós-graduação em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "continue",
"confidence": 0.8,
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "Unifor",
"kind_hint": "organization",
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY"
},
"predicate": "studies_at",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"predicate": "education_level",
"value_text": "pós-graduação / MBA",
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"predicate": "field_of_study",
"value_text": "ciência de dados",
"origin": "explicit"
}
]
}
}
=== 2026-09-13T21:52:16.765379Z stage=proposal ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
ir_kind: semantic_proposal
---
{
"raw_input": "eu faço POS de MBA em ciência 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": [],
"relation_expression": "estuda em / faz pós-graduação em",
"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": 0.8,
"assertion_confidence": {},
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"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": "contextual",
"confidence": 1.0
},
"predicate": "education_level",
"value_text": "pós-graduação / MBA",
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"predicate": "field_of_study",
"value_text": "ciência de dados",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "continue"
}
=== 2026-09-13T21:52:16.773347Z stage=repair ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
utterance_kind: assert
primitive_hint: relation
---
{
"raw_input": "eu faço POS de MBA em ciência 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": [],
"relation_expression": "estuda em / faz pós-graduação em",
"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": 0.8,
"assertion_confidence": {},
"claims": [
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"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": "contextual",
"confidence": 1.0
},
"predicate": "education_level",
"value_text": "pós-graduação / MBA",
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "attribute",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"predicate": "field_of_study",
"value_text": "ciência de dados",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "continue"
}
=== 2026-09-13T21:52:16.779347Z stage=claims ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência 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": "education_level",
"value": "pós-graduação / MBA",
"canonical_dimension": "attribute.learned.education_level",
"dimension_source": "learned"
},
{
"claim_id": "c3",
"kind": "attribute",
"origin": "explicit",
"confidence": 1.0,
"subject": "self",
"predicate": "field_of_study",
"value": "ciência de dados",
"canonical_dimension": "attribute.learned.field_of_study",
"dimension_source": "learned"
}
]
}
=== 2026-09-13T21:52:16.785606Z stage=assessment ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
---
{
"status": "actionable",
"routed_primitive": "relation",
"decision_source": "explicit_atomic_claims",
"evidence": [
"claim:c1:relation",
"claim:c2:attribute",
"claim:c3:attribute",
"primitive_hint:relation"
],
"ignored_fallbacks": [],
"missing_semantic_roles": [],
"conflicting_signals": [],
"notes": [
"explicit atomic claims → relation"
]
}
=== 2026-09-13T21:52:16.791635Z stage=relation_resolution_input ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"stage": "relation_resolution_input",
"expression": "studies_at",
"alias_key": "studies_at",
"source_type": "person",
"target_type": "organization",
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-13T21:52:16.796636Z stage=relation_alias_lookup ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"stage": "relation_alias_lookup",
"expression": "studies_at",
"result": "canonical",
"canonical_relation": "relation.studies_at",
"swap_endpoints": false,
"source": "core"
}
=== 2026-09-13T21:52:16.803636Z stage=canonical ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu faço POS de MBA em ciência de dados na unifor
ir_type: IngestIR
wire_stage: canonical
execution_outcome: valid_executable
execution_reasons: ["attribute dimension=attribute.learned.education_level 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 faço POS de MBA em ciência de dados na unifor",
"domains": [],
"entities_mentioned": [
{
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
{
"text": "Unifor",
"type_hint": {
"key": "entity.organization"
},
"suggested_aliases": [],
"confidence": 1.0,
"known_entity_id": "01M2EC1QP594DJS3742ME28KTY",
"reference_kind": "named"
}
],
"attribute": {
"subject": {
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
"dimension_key": "attribute.learned.education_level",
"value_kind": "text",
"text_value": "pós-graduação / MBA",
"is_current": true,
"time": {
"original_text": "",
"occurrence_status": "ongoing"
}
},
"additional_attributes": [
{
"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": "ciência de dados",
"is_current": true,
"time": {
"original_text": "",
"occurrence_status": "ongoing"
}
}
],
"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.organization"
},
"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": 3,
"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": "education_level",
"canonical_dimension": "attribute.learned.education_level",
"dimension_source": "learned",
"value": "pós-graduação / MBA",
"materialized_as": "attribute"
},
{
"claim_id": "c3",
"kind": "attribute",
"status": "overlayed",
"predicate": "field_of_study",
"canonical_dimension": "attribute.learned.field_of_study",
"dimension_source": "learned",
"value": "ciência de dados",
"materialized_as": "attribute"
}
]
},
"discourse_decision": "continue"
}
=== 2026-09-13T21:52:16.809868Z stage=discourse_resolution ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"decision": "continue",
"source": "active_focus",
"resolved_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY"
]
}
=== 2026-09-13T21:52:16.837053Z stage=entity_resolution ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"resolutions": [
{
"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"
]
},
{
"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"
]
}
],
"count": 2
}
=== 2026-09-13T21:52:16.861922Z stage=materialization ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"entities_created": [],
"entities_reused": [
{
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"canonical_name": "__principal__",
"type": "entity.person"
},
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"canonical_name": "Unifor",
"type": "entity.organization"
}
],
"relations_created": [
{
"relation_id": "01M2EC1QPH05A2ASHB7BSHS4XX",
"subject_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"type": "relation.studies_at",
"object_id": "01M2EC1QP594DJS3742ME28KTY"
}
],
"attributes_created": [
{
"attribute_id": "01M2EC3EE9F33VVXRN8WJQA7NN",
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"dimension": "attribute.learned.education_level",
"value": "pós-graduação / MBA"
},
{
"attribute_id": "01M2EC3EEC4K1WB0H770HFZ45Y",
"entity_id": "01M2AZ0YGCFRZ6VKPSCCMVTBN8",
"dimension": "attribute.learned.field_of_study",
"value": "ciência 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": "education_level",
"canonical_dimension": "attribute.learned.education_level",
"dimension_source": "learned",
"value": "pós-graduação / MBA",
"reason": null,
"materialized_as": "attribute",
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}
=== 2026-09-13T21:52:16.882621Z stage=discourse_update ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
interpreter_request_id: 49ed1b55-60c4-4388-98ea-a8d98526faa7
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
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=== 2026-09-13T21:52:16.885355Z stage=engine ===
client_request_id: 42671d1af200b715df68d2e8351ae88d
pke_request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
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}
=== 2026-09-13T21:52:16.945791Z stage=presenter_request ===
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client_request_id: 42671d1af200b715df68d2e8351ae88d
conversation_id: ca7db666-e816-4113-a129-d303875e5a72
user_message_id: msg_01M2EC3C17T6KF00WJJNR46KXA
operation: knowledge_write
status: committed
---
{
"user_text": "eu faço POS de MBA em ciência de dados na unifor",
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}
=== 2026-09-13T21:52:18.127994Z stage=presenter_response ===
request_id: req_01M2EC3C1KPEEJ4EP4510DZ4CF
client_request_id: 42671d1af200b715df68d2e8351ae88d
conversation_id: ca7db666-e816-4113-a129-d303875e5a72
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provider_request_id: 3e47502f-5b14-4ef2-af60-c25eae5d966b
status: ok
---
{
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