👥
CRM
Account Management
[1] Setup
import mantr
# Create memory pod for account management
pod = mantr.create_pod("account-management")
print(f"Created pod: {pod.id}")[2] Ingest & Parse
# Sample 1: Ingest document with Karak extraction
result = pod.ingest("""
CSM renewed the annual contract with Acme Corp for $1.2M with 15% discount.
""")
print(f"Extracted {len(result.memories)} Karak roles")[3] Retrieve Context
# Retrieve context using Karak-based query
context = mantr.walk(
query="CSM",
pod="account-management",
seek_karak="kartā" # Find the agent/subject
)
print(context)Karak Roles Reference
kartā
Agent/Subject
WHO
karma
Object
WHAT
karaṇa
Instrument
WITH WHAT
sampradāna
Recipient
TO WHOM
apādāna
Source
FROM WHERE
adhikaraṇa
Location/Time
WHERE/WHEN
sambandha
Relation
WHOSE
kriyā
Action
VERB