PKE
Trace de abstração
Frase → JSON da LLM → claims → primitivos. Até onde o James desceu nesta fala.
PKE · 20260927155926_34c7393e7dd50c6c61dad59a6d926034.log
=== 2026-09-27T18:59:26.786600Z stage=srl_trace ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"trace_id": "34c7393e7dd50c6c61dad59a6d926034",
"client_request_id": "34c7393e7dd50c6c61dad59a6d926034",
"pke_request_id": "req_01M3J3S1DNXZHTDVE8ZCDZE7TG",
"guardrails": {
"max_depth": 8,
"max_llm_rounds": 6,
"max_nodes": 64,
"max_children_per_node": 8,
"max_same_concept_visits": 2,
"confidence_threshold": 0.5,
"cycle_detection": true
},
"loop": false
}
=== 2026-09-27T18:59:26.796778Z stage=discourse_input ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"conversation_id": "conv_01M3J3MX5CNMHDCC5CCQDP7QNV",
"active_focus": {
"primitive": "relation",
"relation_type": "relation.owns",
"target_type": "entity.automobile",
"entity_ids": [
"01M2XQBNDPJ4C0SN8GPYEK7NM8",
"01M2B5PP1RT4F8SC4PK3A61J7W"
],
"display_name": null
},
"recent_referents": [
{
"entity_id": "01M2B5PP1RT4F8SC4PK3A61J7W",
"type_key": "entity.automobile",
"display_name": "carro",
"role": "active_focus",
"salience": 1.0
},
{
"entity_id": "01M2XQBNDPJ4C0SN8GPYEK7NM8",
"type_key": "entity.automobile",
"display_name": "owned:automobile:W8HZ5EKT",
"role": "active_focus",
"salience": 1.0
},
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"type_key": "entity.organization",
"display_name": "Unifor",
"role": "previous_focus",
"salience": 0.6
},
{
"entity_id": "01M2B33EC2QNC9PZGG784ET9VK",
"type_key": "entity.learned.cat",
"display_name": "Luna",
"role": "previous_focus",
"salience": 0.51
}
],
"allowed_entity_ids": [
"01M2XQBNDPJ4C0SN8GPYEK7NM8",
"01M2B5PP1RT4F8SC4PK3A61J7W",
"01M2EC1QP594DJS3742ME28KTY",
"01M2B33EC2QNC9PZGG784ET9VK"
],
"pending_intent": null
}
=== 2026-09-27T18:59:28.583499Z stage=llm_response ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
provider_request_id: e0d5803e-7242-4fc0-b749-219b9187d79c
attempt: 1
model: deepseek-flash
latency_ms: 1781
prompt_tokens: 6002
completion_tokens: 148
total_tokens: 6150
raw_available: 1
---
{
"ir_kind": "semantic_query",
"ir": {
"raw_input": "quem trabalha na orion?",
"utterance_kind": "query",
"primitive_hint": "relation",
"subject": {
"text": "quem",
"kind_hint": "person",
"reference_kind": "class"
},
"object": {
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named"
},
"relation_expression": "trabalha em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"entities_mentioned": [
{
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named"
}
],
"discourse_decision": "new_topic",
"confidence": 0.9
}
}
=== 2026-09-27T18:59:28.594231Z stage=normalize ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_query",
"ir": {
"raw_input": "quem trabalha na orion?",
"utterance_kind": "query",
"primitive_hint": "relation",
"subject": {
"text": "quem",
"kind_hint": "person",
"reference_kind": "class"
},
"object": {
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named"
},
"relation_expression": "trabalha em",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"entities_mentioned": [
{
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named"
}
],
"discourse_decision": "new_topic",
"confidence": 0.9
}
}
=== 2026-09-27T18:59:28.605465Z stage=proposal ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
ir_kind: semantic_query
---
{
"raw_input": "quem trabalha na orion?",
"utterance_kind": "query",
"primitive_hint": "relation",
"subject": {
"text": "quem",
"kind_hint": "person",
"reference_kind": "class",
"confidence": 1.0
},
"object": {
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [
{
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named",
"confidence": 1.0
}
],
"relation_expression": "trabalha 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": 0.9,
"assertion_confidence": {},
"claims": [],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-27T18:59:28.616667Z stage=repair ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
utterance_kind: query
primitive_hint: relation
---
{
"raw_input": "quem trabalha na orion?",
"utterance_kind": "query",
"primitive_hint": "relation",
"subject": {
"text": "quem",
"kind_hint": "person",
"reference_kind": "class",
"confidence": 1.0
},
"object": {
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [
{
"text": "orion",
"kind_hint": "organization",
"reference_kind": "named",
"confidence": 1.0
}
],
"relation_expression": "trabalha 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": 0.9,
"assertion_confidence": {},
"claims": [],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-27T18:59:28.626872Z stage=assessment ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
---
{
"status": "actionable",
"routed_primitive": "relation",
"decision_source": "semantic_flags",
"evidence": [
"link_semantics"
],
"ignored_fallbacks": [],
"missing_semantic_roles": [],
"conflicting_signals": [],
"notes": [
"query utterance — primitive resolved downstream",
"link semantics → RELATION"
]
}
=== 2026-09-27T18:59:28.639010Z stage=relation_resolution_input ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"stage": "relation_resolution_input",
"expression": "trabalha em",
"alias_key": "trabalha_em",
"source_type": "person",
"target_type": "organization",
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-27T18:59:28.648785Z stage=relation_alias_lookup ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"stage": "relation_alias_lookup",
"expression": "trabalha em",
"result": "match",
"canonical_relation": "relation.employed_by",
"source": "core"
}
=== 2026-09-27T18:59:28.663161Z stage=relation_resolution_cache_hit ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"stage": "relation_resolution_cache_hit",
"alias_key": "trabalha_em",
"source_type": "person",
"target_type": "organization",
"status": "resolved",
"notes": [],
"failure_class": null
}
=== 2026-09-27T18:59:28.676152Z stage=relation_resolution_cache_hit ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"stage": "relation_resolution_cache_hit",
"alias_key": "trabalha_em",
"source_type": "person",
"target_type": "organization",
"status": "resolved",
"notes": [],
"failure_class": null
}
=== 2026-09-27T18:59:28.687344Z stage=query_resolution ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
---
{
"status": "resolved",
"primitive": "relation",
"notes": []
}
=== 2026-09-27T18:59:28.699496Z stage=canonical ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
user_text: quem trabalha na orion?
ir_type: QueryIR
wire_stage: canonical
execution_reasons: []
primitive: relation
concepts_status: resolved
concepts_notes: ["relation_resolved=relation.employed_by", "relation_resolution_source=core", "relation_resolution_stage=core_lemma", "relation_resolution_cache_hit"]
relation_type: relation.employed_by
---
{
"intent": "query",
"raw_input": "quem trabalha na orion?",
"query": {
"intent": "relation",
"entities": [
{
"text": "quem",
"type_hint": {
"key": "entity.person"
},
"role": {
"key": "role.subject"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "class",
"kind_hint": "person"
},
{
"text": "orion",
"type_hint": {
"key": "entity.organization"
},
"role": {
"key": "role.object"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "named",
"kind_hint": "organization"
}
],
"entity_association": "relation_subject",
"event_types": [],
"state_dimensions": [],
"state_values": [],
"relation_types": [
{
"key": "relation.employed_by"
}
],
"relation_scope": "current",
"relation_query_kind": "current_boolean",
"actions": [],
"facts": [],
"domains": [],
"aggregate": "none",
"hierarchy": "exact",
"version_policy": "current",
"sort": "event_time_desc"
},
"discourse_decision": "new_topic"
}
=== 2026-09-27T18:59:28.710658Z stage=conversation_decision ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"decision": "DELEGATE",
"source": "SRL",
"delegated": true
}
=== 2026-09-27T18:59:28.721859Z stage=discourse_resolution ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"decision": "new_topic",
"source": "current_utterance",
"resolved_entity_ids": []
}
=== 2026-09-27T18:59:28.762014Z stage=entity_resolution ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"resolutions": [
{
"reference": {
"text": "orion",
"reference_kind": "named",
"type_hint": "entity.organization"
},
"strategy": "named_identity_primary",
"outcome": "resolved",
"candidate_count": 1,
"candidates": [
{
"entity_id": "01M2DR6BFCRPF7W8Z328GVGZN2",
"canonical_name": "Orion",
"type": "entity.organization",
"match": "name_exact"
}
],
"resolved_entity_ids": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"notes": [
"named_exact_match",
"d2a:KNOWN_INSTANCE"
]
}
],
"count": 1
}
=== 2026-09-27T18:59:28.802057Z stage=discourse_update ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
interpreter_request_id: 447a81f7-09e1-4944-bb95-b9ece3eca3c3
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"previous_focus": [
"01M2XQBNDPJ4C0SN8GPYEK7NM8",
"01M2B5PP1RT4F8SC4PK3A61J7W"
],
"new_focus": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"reason": "topic_switch",
"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
},
{
"entity_id": "01M2XQBNDPJ4C0SN8GPYEK7NM8",
"type_key": "entity.automobile",
"display_name": "owned:automobile:W8HZ5EKT",
"role": "previous_focus",
"salience": 0.6
},
{
"entity_id": "01M2B5PP1RT4F8SC4PK3A61J7W",
"type_key": "entity.automobile",
"display_name": "carro",
"role": "previous_focus",
"salience": 0.6
},
{
"entity_id": "01M2EC1QP594DJS3742ME28KTY",
"type_key": "entity.organization",
"display_name": "Unifor",
"role": "previous_focus",
"salience": 0.51
},
{
"entity_id": "01M2B33EC2QNC9PZGG784ET9VK",
"type_key": "entity.learned.cat",
"display_name": "Luna",
"role": "previous_focus",
"salience": 0.433
}
],
"idle_turns": 0
}
=== 2026-09-27T18:59:28.813456Z stage=engine ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
pke_request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
conversation_id: conv_01M3J3MX5CNMHDCC5CCQDP7QNV
trace_id: 34c7393e7dd50c6c61dad59a6d926034
---
{
"path": "ask",
"status": "no_results",
"issues": [],
"resolved_entity_ids": [
"01M2DR6BFCRPF7W8Z328GVGZN2"
],
"answer_kind": "absence",
"result": {
"relation_answer": "no"
}
}
=== 2026-09-27T18:59:28.876212Z stage=response_projection ===
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
status: no_results
---
{
"source_status": "no_results",
"source_kind": "absence",
"projected_status": "no_results",
"projected_kind": "absence"
}
=== 2026-09-27T18:59:28.937548Z stage=presenter_request ===
request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
conversation_id: 6d07aa08-f0d6-433e-9640-b62d235fca6c
user_message_id: msg_01M3J3S1D7D6XRK5CSQDG6KXSH
operation: knowledge_query
status: no_results
---
{
"user_text": "quem trabalha na orion?",
"structured_result": {
"status": "no_results",
"operation": "knowledge_query",
"kind": "absence",
"value": "Orion",
"values": [],
"relation_answer": null,
"matched_entities": [
"Orion"
],
"candidates": [],
"reason": null,
"error_code": null,
"items": [],
"dimension": null,
"unit": null,
"entity": {
"entity_id": "01M2DR6BFCRPF7W8Z328GVGZN2",
"name": "Orion"
},
"claims": null
},
"conversation_context": [
{
"role": "assistant",
"text": "Não sei te dizer onde você trabalha."
},
{
"role": "user",
"text": "eu trabalho na M O Martins Solucoes"
},
{
"role": "assistant",
"text": "Você está falando da Acme Tecnologia ou Orion?"
},
{
"role": "user",
"text": "o que sabe sobre a orion"
},
{
"role": "assistant",
"text": "Não entendi bem o que você quer saber sobre a Orion. Pode me dizer de outro jeito?"
}
],
"presenter_provider": "deepseek",
"presenter_model": "deepseek-chat",
"attempt": 1
}
=== 2026-09-27T18:59:29.858940Z stage=presenter_response ===
request_id: req_01M3J3S1DNXZHTDVE8ZCDZE7TG
client_request_id: 34c7393e7dd50c6c61dad59a6d926034
conversation_id: 6d07aa08-f0d6-433e-9640-b62d235fca6c
user_message_id: msg_01M3J3S1D7D6XRK5CSQDG6KXSH
provider_request_id: 08980c91-4127-4570-a232-ebb7711c913c
status: ok
---
{
"text": "Não sei te dizer quem trabalha na Orion.",
"presenter_provider": "deepseek",
"presenter_model": "deepseek-flash",
"provider": "deepseek",
"model": "deepseek-flash",
"fallback_used": false,
"latency_ms": 909,
"attempt": 1,
"provider_request_id": "08980c91-4127-4570-a232-ebb7711c913c",
"status": "ok"
}
