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@CodeWithOz
Last active September 2, 2025 13:18
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Logs from running the demo enrichment agent.
Invoking agent extractor LLM response: {
"named_entities": [
{
"entity_name": "Kristoffer Nolen",
"entity_context": "Hollywood film director"
},
{
"entity_name": "Hollywood",
"entity_context": "film industry hub"
},
{
"entity_name": "Inceptshun",
"entity_context": "fictional film title"
},
{
"entity_name": "Dunkrik",
"entity_context": "fictional film title"
}
]
}
Performing web search to verify entity: Kristoffer Nolen
Performing web search to verify entity: Hollywood
Performing web search to verify entity: Inceptshun
Performing web search to verify entity: Dunkrik
Found 3 results for entity: Inceptshun Getting canonical name from search results for entity 'Inceptshun'
Found 3 results for entity: Hollywood Getting canonical name from search results for entity 'Hollywood'
Found 3 results for entity: Dunkrik Getting canonical name from search results for entity 'Dunkrik'
Found 3 results for entity: Kristoffer Nolen Getting canonical name from search results for entity 'Kristoffer Nolen'
LLM verified entity 'Inceptshun' as 'Inception'
LLM verified entity 'Hollywood' as 'Hollywood'
LLM verified entity 'Dunkrik' as 'Dunkirk'
LLM verified entity 'Kristoffer Nolen' as 'Christopher Nolan'
Current replacement loop index: 0
Current replacement pass count: 0
Skipping replacement review for first entity until pass is made
Replacement ongoing for entity at index 0
Replacing entity: Kristoffer Nolen (pass 1)
Replaced entity: Kristoffer Nolen (pass 1)
Updated transcript text after replacing entity Kristoffer Nolen (pass 1): Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Nolen’s earlier work are eager to see if this film will rival the success of ‘Inceptshun’ or ‘Dunkrik.’
Current replacement loop index: 0
Current replacement pass count: 1
Reviewing replacement for entity: Kristoffer Nolen
Replacement review outcome: replaced_fully=False
Replacement ongoing for entity at index 0
Replacing entity: Kristoffer Nolen (pass 2)
Replaced entity: Kristoffer Nolen (pass 2)
Updated transcript text after replacing entity Kristoffer Nolen (pass 2): TRANSCRIPT_TEXT: Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Christopher Nolan’s earlier work are eager to see if this film will rival the success of ‘Inceptshun’ or ‘Dunkrik.’
Current replacement loop index: 0
Current replacement pass count: 2
Reviewing replacement for entity: Kristoffer Nolen
Replacement review outcome: replaced_fully=True
Replacement ongoing for entity at index 1
Replacing entity: Hollywood (pass 1)
Replaced entity: Hollywood (pass 1)
Updated transcript text after replacing entity Hollywood (pass 1): TRANSCRIPT_TEXT: TRANSCRIPT_TEXT: Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Christopher Nolan’s earlier work are eager to see if this film will rival the success of ‘Inceptshun’ or ‘Dunkrik.’
Current replacement loop index: 1
Current replacement pass count: 1
Reviewing replacement for entity: Hollywood
Replacement review outcome: replaced_fully=True
Replacement ongoing for entity at index 2
Replacing entity: Inceptshun (pass 1)
Replaced entity: Inceptshun (pass 1)
Updated transcript text after replacing entity Inceptshun (pass 1): Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Christopher Nolan’s earlier work are eager to see if this film will rival the success of ‘Inception’ or ‘Dunkrik.’
Current replacement loop index: 2
Current replacement pass count: 1
Reviewing replacement for entity: Inceptshun
Replacement review outcome: replaced_fully=True
Replacement ongoing for entity at index 3
Replacing entity: Dunkrik (pass 1)
Replaced entity: Dunkrik (pass 1)
Updated transcript text after replacing entity Dunkrik (pass 1): Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Christopher Nolan’s earlier work are eager to see if this film will rival the success of ‘Inception’ or ‘Dunkirk’.
Current replacement loop index: 3
Current replacement pass count: 1
Reviewing replacement for entity: Dunkrik
Replacement review outcome: replaced_fully=True
Replacement complete for all entities
Agent response: {
"transcript_text": "Hollywood director Kristoffer Nolen has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Nolen\u2019s earlier work are eager to see if this film will rival the success of \u2018Inceptshun\u2019 or \u2018Dunkrik.\u2019",
"extracted_entities": {
"named_entities": [
{
"entity_name": "Kristoffer Nolen",
"entity_context": "Hollywood film director"
},
{
"entity_name": "Hollywood",
"entity_context": "film industry hub"
},
{
"entity_name": "Inceptshun",
"entity_context": "fictional film title"
},
{
"entity_name": "Dunkrik",
"entity_context": "fictional film title"
}
]
},
"verified_entities": [
{
"canonical_name": "Christopher Nolan",
"extracted_name": "Kristoffer Nolen"
},
{
"canonical_name": "Hollywood",
"extracted_name": "Hollywood"
},
{
"canonical_name": "Inception",
"extracted_name": "Inceptshun"
},
{
"canonical_name": "Dunkirk",
"extracted_name": "Dunkrik"
}
],
"updated_transcript_text": "Hollywood director Christopher Nolan has announced his next big project, rumored to be another complex sci-fi thriller. Fans of Christopher Nolan\u2019s earlier work are eager to see if this film will rival the success of \u2018Inception\u2019 or \u2018Dunkirk\u2019.",
"replacement_loop_idx": 4,
"replacement_pass_count": 0
}
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