PKE
Trace de abstração
Frase → JSON da LLM → claims → primitivos. Até onde o James desceu nesta fala.
PKE · 20260913185116_8fb3fe0550901c01bd00f24380b99a07.log
=== 2026-09-13T21:51:16.391407Z stage=discourse_input ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"conversation_id": "conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M",
"active_focus": {
"primitive": "relation",
"relation_type": null,
"target_type": "entity.organization",
"entity_ids": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"display_name": "Orion"
},
"recent_referents": [
{
"entity_id": "01M2DR6BFCRPF7W8Z328GVGZN2",
"type_key": "entity.organization",
"display_name": "Orion",
"role": "active_focus",
"salience": 1.0
}
],
"allowed_entity_ids": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"pending_intent": null
}
=== 2026-09-13T21:51:18.701640Z stage=llm_response ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
provider_request_id: 2d9f9bd0-22a2-44c0-baa5-381955c6feb8
attempt: 1
model: deepseek-flash
latency_ms: 2280
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo 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"
},
"relation_expression": "estuda em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "new_topic",
"confidence": "high",
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"origin": "explicit"
},
{
"kind": "entity",
"subject": {
"text": "unifor",
"kind_hint": "organization",
"reference_kind": "named"
},
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "unifor",
"kind_hint": "organization",
"reference_kind": "named"
},
"predicate": "estuda em",
"origin": "explicit"
}
]
}
}
=== 2026-09-13T21:51:18.731706Z stage=normalize ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo 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"
},
"relation_expression": "estuda em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "new_topic",
"confidence": "high",
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"origin": "explicit"
},
{
"kind": "entity",
"subject": {
"text": "unifor",
"kind_hint": "organization",
"reference_kind": "named"
},
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "unifor",
"kind_hint": "organization",
"reference_kind": "named"
},
"predicate": "estuda em",
"origin": "explicit"
}
]
}
}
=== 2026-09-13T21:51:20.650355Z stage=llm_response ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
provider_request_id: 2f9c92eb-d0dc-48a5-a74b-e3aead923797
attempt: 2
model: deepseek-flash
latency_ms: 1828
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo 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"
},
"relation_expression": "estuda em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "habitual"
},
"discourse_decision": "new_topic",
"confidence": 0.9
}
}
=== 2026-09-13T21:51:20.674926Z stage=normalize ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu estudo 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"
},
"relation_expression": "estuda em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "habitual"
},
"discourse_decision": "new_topic",
"confidence": 0.9
}
}
=== 2026-09-13T21:51:20.700625Z stage=proposal ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
ir_kind: semantic_proposal
---
{
"raw_input": "eu estudo 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",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [],
"relation_expression": "estuda em",
"temporal": {
"original_text": "",
"occurrence_aspect": "habitual"
},
"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": [],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-13T21:51:20.710057Z stage=repair ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
utterance_kind: assert
primitive_hint: relation
---
{
"raw_input": "eu estudo 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",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [],
"relation_expression": "estuda em",
"temporal": {
"original_text": "",
"occurrence_aspect": "habitual"
},
"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": [],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-13T21:51:20.717057Z stage=assessment ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
---
{
"status": "actionable",
"routed_primitive": "relation",
"decision_source": "semantic_flags",
"evidence": [
"link_semantics"
],
"ignored_fallbacks": [],
"missing_semantic_roles": [],
"conflicting_signals": [],
"notes": [
"link semantics → RELATION"
]
}
=== 2026-09-13T21:51:20.723056Z stage=relation_resolution_input ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"stage": "relation_resolution_input",
"expression": "estuda em",
"alias_key": "estuda_em",
"source_type": "person",
"target_type": "organization",
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-13T21:51:20.729056Z stage=relation_alias_lookup ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"stage": "relation_alias_lookup",
"expression": "estuda em",
"result": "match",
"canonical_relation": "relation.studies_at",
"source": "core"
}
=== 2026-09-13T21:51:20.735395Z stage=canonical ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
user_text: eu estudo na unifor
ir_type: IngestIR
wire_stage: canonical
execution_outcome: valid_executable
execution_reasons: []
primitive: relation
concepts_status: resolved
concepts_notes: ["relation_resolved=relation.studies_at", "relation_resolution_source=core", "relation_resolution_stage=core_lemma"]
relation_type: relation.studies_at
---
{
"intent": "record_relation",
"raw_input": "eu estudo 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,
"reference_kind": "named"
}
],
"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.organization"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "named"
},
"mode": "assert",
"time": {
"original_text": "",
"occurrence_status": "habitual"
}
},
"additional_relations": [],
"missing_hints": [],
"claim_report": {
"received": 0,
"assumed_dropped": 0,
"derived_deferred": 0,
"unsupported": 0,
"notes": [],
"executions": []
},
"discourse_decision": "new_topic"
}
=== 2026-09-13T21:51:20.741395Z stage=discourse_resolution ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"decision": "new_topic",
"source": "current_utterance",
"resolved_entity_ids": []
}
=== 2026-09-13T21:51:20.773564Z stage=entity_resolution ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
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": "named_identity_primary",
"outcome": "create_candidate",
"candidate_count": 0,
"candidates": [],
"create_canonical_name": "Unifor",
"create_type": "entity.organization"
}
],
"count": 2
}
=== 2026-09-13T21:51:20.798829Z stage=materialization ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"entities_created": [
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"canonical_name": "Unifor",
"type": "entity.organization"
}
],
"entities_reused": [
{
"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": [],
"measurements_created": [],
"claim_results": [
{
"status": "committed",
"materialized_as": {
"kind": "entity",
"entity_id": "01M2EC1QP594DJS3742ME28KTY"
}
},
{
"status": "committed",
"materialized_as": {
"kind": "relation",
"relation_id": "01M2EC1QPH05A2ASHB7BSHS4XX"
}
}
],
"claim_tally": {
"received": 3,
"valid": 3,
"committed": 2,
"derived": 0,
"rejected": 0,
"deferred": 0
}
}
=== 2026-09-13T21:51:20.819492Z stage=discourse_update ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
interpreter_request_id: bdac15c7-d0df-4172-b0e6-e7f07e34e1c1
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"previous_focus": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"new_focus": [
"01M2EC1QP594DJS3742ME28KTY"
],
"reason": "topic_switch",
"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
},
{
"entity_id": "01M2DR6BFCRPF7W8Z328GVGZN2",
"type_key": "entity.organization",
"display_name": "Orion",
"role": "previous_focus",
"salience": 0.6
}
],
"idle_turns": 0
}
=== 2026-09-13T21:51:20.824488Z stage=engine ===
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
pke_request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
conversation_id: conv_01M2EBRRDHYE2GXS4CZ9Q4TP9M
---
{
"path": "ingest",
"status": "committed",
"is_correction": false,
"issues": [
{
"code": "entity.create_pending",
"message": "entidade será criada no commit"
}
],
"bound_entity_ids": [
"01M2EC1QP594DJS3742ME28KTY",
"01M2AZ0YGCFRZ6VKPSCCMVTBN8"
],
"claims": {
"received": 3,
"valid": 3,
"committed": 2,
"derived": 0,
"rejected": 0,
"deferred": 0
}
}
=== 2026-09-13T21:51:20.885127Z stage=presenter_request ===
request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
conversation_id: ca7db666-e816-4113-a129-d303875e5a72
user_message_id: msg_01M2EC1KCJN0CVJC0X6YVK38E1
operation: knowledge_write
status: committed
---
{
"user_text": "eu estudo na unifor",
"structured_result": {
"status": "committed",
"operation": "knowledge_write",
"kind": "acknowledgement",
"value": null,
"values": [],
"relation_answer": null,
"matched_entities": [],
"candidates": [],
"reason": null,
"error_code": null,
"items": [],
"dimension": null,
"unit": null,
"entity": null,
"claims": {
"received": 3,
"valid": 3,
"committed": 2,
"derived": 0,
"rejected": 0,
"deferred": 0
}
},
"presenter_provider": "deepseek",
"presenter_model": "deepseek-chat",
"attempt": 1
}
=== 2026-09-13T21:51:22.202890Z stage=presenter_response ===
request_id: req_01M2EC1KCZWXJ2JT43M366SMN8
client_request_id: 8fb3fe0550901c01bd00f24380b99a07
conversation_id: ca7db666-e816-4113-a129-d303875e5a72
user_message_id: msg_01M2EC1KCJN0CVJC0X6YVK38E1
provider_request_id: c1949f50-b916-4277-81ab-45850c4cc773
status: ok
---
{
"text": "Entendi, você estuda na Unifor. Vou lembrar disso.",
"presenter_provider": "deepseek",
"presenter_model": "deepseek-flash",
"provider": "deepseek",
"model": "deepseek-flash",
"fallback_used": false,
"latency_ms": 1285,
"attempt": 1,
"provider_request_id": "c1949f50-b916-4277-81ab-45850c4cc773",
"status": "ok"
}
