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response redundancy fixed and proper backend communication

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This commit is contained in:
Wander_Lust
2026-05-05 17:58:58 +05:30
parent 711d691870
commit ba61963d6f
12 changed files with 880 additions and 287 deletions
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agents/orchestrator.py
+26 -19
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@@ -118,7 +118,9 @@ class Orchestrator:
qa_threshold = client_config.hallucination_threshold
if supplementary_context is not None and len(supplementary_context) > 0:
qa_threshold = min(qa_threshold, 0.5)
logger.info(f"Using relaxed QA threshold ({qa_threshold}) for enriched context")
logger.info(
f"Using relaxed QA threshold ({qa_threshold}) for enriched context"
)
best_response = None
best_score = 0.0
@@ -128,23 +130,23 @@ class Orchestrator:
for attempt in range(MAX_RETRIES + 1):
retry_issues = qa_result["issues"] if attempt > 0 else None
# On retry, add explicit data-only instruction to prevent hallucination
strict_data_instruction = None
if attempt > 0:
if supplementary_context is not None and len(supplementary_context) > 0:
strict_data_instruction = (
"CRITICAL: Only use data from the Data Context and Benchmark Data "
"sections provided. Do NOT invent figures or branch names that are "
"not present in either of those sections. You MAY reference benchmark "
"branches for comparison and recommendations."
)
else:
strict_data_instruction = (
"CRITICAL: Do NOT mention any branches, figures, or historical data "
"that are not in the SQL query result provided. Stick strictly to the "
"data. If historical context from RAG is about different branches than "
"what the query returned, IGNORE that context entirely."
)
# Always provide strict data grounding instruction to prevent
# the Gen Agent from hallucinating branch/figure data from RAG
# chunks that don't match the actual SQL query results.
if supplementary_context is not None and len(supplementary_context) > 0:
strict_data_instruction = (
"CRITICAL: Only use data from the Data Context and Benchmark Data "
"sections provided. Do NOT invent figures or branch names that are "
"not present in either of those sections. You MAY reference benchmark "
"branches for comparison and recommendations."
)
else:
strict_data_instruction = (
"CRITICAL: Do NOT mention any branches, figures, or historical data "
"that are not in the SQL query result provided. Stick strictly to the "
"data. If historical context from RAG is about different branches than "
"what the query returned, IGNORE that context entirely."
)
response = self.gen_agent.generate(
question=message.text,
@@ -155,6 +157,7 @@ class Orchestrator:
retry_count=attempt,
strict_data_instruction=strict_data_instruction,
supplementary_context=supplementary_context,
sql=sql,
)
qa_result = self.qa_agent.evaluate(
@@ -163,6 +166,7 @@ class Orchestrator:
threshold=qa_threshold,
supplementary_context=supplementary_context,
user_question=message.text,
sql=sql,
)
# Track best response (prefer longer, richer responses over "no data" stubs)
@@ -256,7 +260,9 @@ class Orchestrator:
top_performers = db.execute_query(enrichment_sql, (client_id,))
if top_performers is not None and len(top_performers) > 0:
logger.info(f"Enrichment: fetched {len(top_performers)} top performer rows")
logger.info(
f"Enrichment: fetched {len(top_performers)} top performer rows"
)
return top_performers
except Exception as e:
@@ -273,6 +279,7 @@ class Orchestrator:
"""Log interaction for monitoring."""
try:
from rag.monitoring import log_interaction
log_interaction(
client_id=client_config.client_id,
query=message.text,