PKE
Trace de abstração
Frase → JSON da LLM → claims → primitivos. Até onde o James desceu nesta fala.
PKE · 20260919183258_a120ca9354e2c1f60b4efebe45f49abe.log
=== 2026-09-19T21:32:58.994256Z stage=discourse_input ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
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
}
=== 2026-09-19T21:33:01.055719Z stage=llm_response ===
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pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
provider_request_id: db045f28-3199-4e56-b048-2dc923838ff7
attempt: 1
model: deepseek-flash
latency_ms: 2046
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu faço um MBA em ciências de dados",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"class_hint": "mba",
"reference_kind": "class"
},
"relation_expression": "faz",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "new_topic",
"domain_hints": [
"education"
],
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"class_hint": "mba",
"reference_kind": "class"
},
"predicate": "faz",
"origin": "explicit"
}
],
"confidence": 0.6
}
}
=== 2026-09-19T21:33:01.062674Z stage=normalize ===
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interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
route: semantic_v3
notes: []
---
{
"ir_kind": "semantic_proposal",
"ir": {
"raw_input": "eu faço um MBA em ciências de dados",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"class_hint": "mba",
"reference_kind": "class"
},
"relation_expression": "faz",
"link_semantics": true,
"temporal": {
"original_text": "",
"occurrence_aspect": "ongoing"
},
"discourse_decision": "new_topic",
"domain_hints": [
"education"
],
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual"
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"class_hint": "mba",
"reference_kind": "class"
},
"predicate": "faz",
"origin": "explicit"
}
],
"confidence": 0.6
}
}
=== 2026-09-19T21:33:01.069700Z stage=proposal ===
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interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
ir_kind: semantic_proposal
---
{
"raw_input": "eu faço um MBA em ciências de dados",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"reference_kind": "class",
"class_hint": "mba",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [],
"relation_expression": "faz",
"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": [
"education"
],
"confidence": 0.6,
"assertion_confidence": {},
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"reference_kind": "class",
"class_hint": "mba",
"confidence": 1.0
},
"predicate": "faz",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-19T21:33:01.078141Z stage=repair ===
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pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
utterance_kind: assert
primitive_hint: relation
---
{
"raw_input": "eu faço um MBA em ciências de dados",
"utterance_kind": "assert",
"primitive_hint": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"reference_kind": "class",
"class_hint": "mba",
"confidence": 1.0
},
"participants": [],
"entities_mentioned": [],
"relation_expression": "faz",
"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": [
"education"
],
"confidence": 0.6,
"assertion_confidence": {},
"claims": [
{
"kind": "entity",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"confidence": 1.0,
"origin": "explicit"
},
{
"kind": "relation",
"subject": {
"text": "self",
"kind_hint": "person",
"reference_kind": "contextual",
"confidence": 1.0
},
"object": {
"text": "MBA em ciências de dados",
"kind_hint": "document",
"reference_kind": "class",
"class_hint": "mba",
"confidence": 1.0
},
"predicate": "faz",
"confidence": 1.0,
"origin": "explicit"
}
],
"correction_semantics": false,
"discourse_decision": "new_topic"
}
=== 2026-09-19T21:33:01.084438Z stage=claims ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
---
{
"claims": [
{
"claim_id": "c1",
"kind": "entity",
"origin": "explicit",
"confidence": 1.0,
"subject": "self"
},
{
"claim_id": "c2",
"kind": "relation",
"origin": "explicit",
"confidence": 1.0,
"subject": "self",
"object": "MBA em ciências de dados",
"predicate": "faz"
}
]
}
=== 2026-09-19T21:33:01.091634Z stage=assessment ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
---
{
"status": "actionable",
"routed_primitive": "relation",
"decision_source": "explicit_atomic_claims",
"evidence": [
"claim:c2:relation",
"primitive_hint:relation"
],
"ignored_fallbacks": [],
"missing_semantic_roles": [],
"conflicting_signals": [],
"notes": [
"explicit atomic claims → relation"
]
}
=== 2026-09-19T21:33:01.098636Z stage=relation_resolution_input ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_resolution_input",
"expression": "faz",
"alias_key": "faz",
"source_type": "person",
"target_type": "document",
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-19T21:33:01.106834Z stage=relation_alias_lookup ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_alias_lookup",
"expression": "faz",
"result": "miss",
"alias_key": "faz"
}
=== 2026-09-19T21:33:01.113080Z stage=relation_candidate_discovery ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_candidate_discovery",
"expression": "faz",
"candidates": [
"relation.owns"
],
"swap_endpoints": [
false
],
"direct_candidates": [
"relation.owns"
],
"inverse_candidates": [],
"graph_present": []
}
=== 2026-09-19T21:33:01.674139Z stage=relation_llm_resolution ===
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conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_llm_resolution",
"expression": "faz",
"result": "error",
"error": "LlmProviderError",
"failure_class": "ConnectError",
"provider": "DeepSeekProvider",
"model": "deepseek-chat",
"attempt": 1,
"latency_ms": 530.9999999881256,
"provider_path": "shared"
}
=== 2026-09-19T21:33:01.687409Z stage=relation_resolution_input ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_resolution_input",
"expression": "faz",
"alias_key": "faz",
"source_type": null,
"target_type": null,
"neighborhood": [],
"raw_input_ignored": true
}
=== 2026-09-19T21:33:01.696767Z stage=relation_alias_lookup ===
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conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_alias_lookup",
"expression": "faz",
"result": "miss",
"alias_key": "faz"
}
=== 2026-09-19T21:33:01.704042Z stage=relation_candidate_discovery ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_candidate_discovery",
"expression": "faz",
"candidates": [],
"swap_endpoints": [],
"direct_candidates": [],
"inverse_candidates": [],
"graph_present": []
}
=== 2026-09-19T21:33:02.277555Z stage=relation_llm_resolution ===
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pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"stage": "relation_llm_resolution",
"expression": "faz",
"result": "error",
"error": "LlmProviderError",
"failure_class": "ConnectError",
"provider": "DeepSeekProvider",
"model": "deepseek-chat",
"attempt": 1,
"latency_ms": 547.0000000204891,
"provider_path": "shared"
}
=== 2026-09-19T21:33:02.291926Z stage=canonical ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
user_text: eu faço um MBA em ciências de dados
ir_type: IngestIR
wire_stage: canonical
execution_outcome: valid_executable
execution_reasons: []
primitive: relation
concepts_status: resolved
concepts_notes: ["learned relation type=relation.learned.faz"]
relation_type: relation.learned.faz
---
{
"intent": "record_relation",
"raw_input": "eu faço um MBA em ciências de dados",
"domains": [],
"entities_mentioned": [
{
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
{
"text": "MBA em ciências de dados",
"type_hint": {
"key": "entity.learned.mba"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "class"
}
],
"additional_attributes": [],
"additional_measurements": [],
"relation": {
"type": {
"key": "relation.learned.faz"
},
"subject": {
"text": "self",
"type_hint": {
"key": "entity.person"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "contextual"
},
"object": {
"text": "MBA em ciências de dados",
"type_hint": {
"key": "entity.learned.mba"
},
"suggested_aliases": [],
"confidence": 1.0,
"reference_kind": "class"
},
"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": "entity",
"status": "bound"
},
{
"claim_id": "c2",
"kind": "relation",
"status": "overlayed",
"predicate": "faz",
"canonical_dimension": "relation.learned.faz",
"materialized_as": "relation"
}
]
},
"discourse_decision": "new_topic"
}
=== 2026-09-19T21:33:02.303252Z stage=discourse_resolution ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"decision": "new_topic",
"source": "current_utterance",
"resolved_entity_ids": []
}
=== 2026-09-19T21:33:02.334362Z stage=entity_resolution ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"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"
]
}
],
"count": 1
}
=== 2026-09-19T21:33:02.355233Z stage=discourse_update ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
interpreter_request_id: c49fdb90-2165-44d4-9bcc-ceb2d1d7104c
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"previous_focus": [
"01M2EC1QP594DJS3742ME28KTY"
],
"new_focus": [
"01M2EC1QP594DJS3742ME28KTY"
],
"reason": "successful_query",
"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
}
],
"idle_turns": 0
}
=== 2026-09-19T21:33:02.363428Z stage=engine ===
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
pke_request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
conversation_id: conv_01M2XSAASRY5XQY8223DAMT4E3
---
{
"path": "ingest",
"status": "rejected",
"is_correction": false,
"issues": [
{
"code": "materialization.denied",
"message": "relation sem endpoints resolvidos"
}
],
"bound_entity_ids": [],
"claims": {
"received": 0,
"valid": 0,
"committed": 0,
"derived": 0,
"rejected": 0,
"deferred": 0
}
}
=== 2026-09-19T21:33:02.426007Z stage=presenter_request ===
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client_request_id: a120ca9354e2c1f60b4efebe45f49abe
conversation_id: c98889ca-ca86-4c63-8506-b5099b9c15cb
user_message_id: msg_01M2XSCDPQ7TTW96CW38AA2RFG
operation: knowledge_write
status: unsupported
---
{
"user_text": "eu faço um MBA em ciências de dados",
"structured_result": {
"status": "unsupported",
"operation": "knowledge_write",
"kind": "write",
"value": null,
"values": [],
"relation_answer": null,
"matched_entities": [],
"candidates": [],
"reason": null,
"error_code": null,
"items": [],
"dimension": null,
"unit": null,
"entity": null,
"claims": null
},
"conversation_context": [
{
"role": "assistant",
"text": "Você estuda na Unifor."
},
{
"role": "user",
"text": "o que eu estudo?"
},
{
"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."
}
],
"presenter_provider": "deepseek",
"presenter_model": "deepseek-chat",
"attempt": 1
}
=== 2026-09-19T21:33:03.503423Z stage=presenter_response ===
request_id: req_01M2XSCDQ5ZT2JKVWCHXDYKD5K
client_request_id: a120ca9354e2c1f60b4efebe45f49abe
conversation_id: c98889ca-ca86-4c63-8506-b5099b9c15cb
user_message_id: msg_01M2XSCDPQ7TTW96CW38AA2RFG
provider_request_id: b3b541ba-b569-4e61-b9da-699e83af46eb
status: ok
---
{
"text": "Não consegui guardar essa informação sobre o seu MBA.",
"presenter_provider": "deepseek",
"presenter_model": "deepseek-flash",
"provider": "deepseek",
"model": "deepseek-flash",
"fallback_used": false,
"latency_ms": 1034,
"attempt": 1,
"provider_request_id": "b3b541ba-b569-4e61-b9da-699e83af46eb",
"status": "ok"
}
