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"""
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Domain models for Mail Intake.
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---
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## Summary
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This package defines the **canonical, provider-agnostic data models**
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used throughout the Mail Intake ingestion pipeline.
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@@ -11,6 +15,15 @@ Models in this package:
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- Serve as stable inputs for downstream processing and analysis
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These models form the core internal data contract of the library.
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---
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## Public API
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MailIntakeMessage
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MailIntakeThread
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---
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"""
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from .message import MailIntakeMessage
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@@ -1,6 +1,10 @@
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"""
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Message domain models for Mail Intake.
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---
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## Summary
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This module defines the **canonical, provider-agnostic representation**
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of an individual email message as used internally by the Mail Intake
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ingestion pipeline.
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@@ -19,37 +23,58 @@ class MailIntakeMessage:
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"""
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Canonical internal representation of a single email message.
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This model represents a fully parsed and normalized email message.
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It is intentionally provider-agnostic and suitable for persistence,
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indexing, and downstream processing.
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Notes:
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**Guarantees:**
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No provider-specific identifiers, payloads, or API semantics
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should appear in this model.
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- This model represents a fully parsed and normalized email message
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- It is intentionally provider-agnostic and suitable for persistence, indexing, and downstream processing
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**Constraints:**
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- No provider-specific identifiers, payloads, or API semantics should appear in this model
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"""
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message_id: str
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"""Provider-specific message identifier."""
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"""
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Provider-specific message identifier.
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"""
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thread_id: str
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"""Provider-specific thread identifier to which this message belongs."""
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"""
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Provider-specific thread identifier to which this message belongs.
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"""
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timestamp: datetime
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"""Message timestamp as a timezone-naive UTC datetime."""
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"""
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Message timestamp as a timezone-naive UTC datetime.
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"""
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from_email: str
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"""Sender email address."""
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"""
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Sender email address.
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"""
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from_name: Optional[str]
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"""Optional human-readable sender name."""
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"""
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Optional human-readable sender name.
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"""
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subject: str
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"""Raw subject line of the message."""
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"""
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Raw subject line of the message.
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"""
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body_text: str
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"""Extracted plain-text body content of the message."""
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"""
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Extracted plain-text body content of the message.
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"""
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snippet: str
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"""Short provider-supplied preview snippet of the message."""
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"""
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Short provider-supplied preview snippet of the message.
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"""
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raw_headers: Dict[str, str]
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"""Normalized mapping of message headers (header name → value)."""
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"""
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Normalized mapping of message headers (header name → value).
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"""
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@@ -1,6 +1,10 @@
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"""
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Thread domain models for Mail Intake.
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---
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## Summary
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This module defines the **canonical, provider-agnostic representation**
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of an email thread as used internally by the Mail Intake ingestion pipeline.
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@@ -20,40 +24,53 @@ class MailIntakeThread:
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"""
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Canonical internal representation of an email thread.
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A thread groups multiple related messages under a single subject
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and participant set. It is designed to support reasoning over
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conversational context such as job applications, interviews,
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follow-ups, and ongoing discussions.
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Notes:
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**Guarantees:**
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This model is provider-agnostic and safe to persist.
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- A thread groups multiple related messages under a single subject and participant set
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- It is designed to support reasoning over conversational context such as job applications, interviews, follow-ups, and ongoing discussions
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- This model is provider-agnostic and safe to persist
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"""
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thread_id: str
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"""Provider-specific thread identifier."""
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"""
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Provider-specific thread identifier.
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"""
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normalized_subject: str
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"""Normalized subject line used to group related messages."""
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"""
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Normalized subject line used to group related messages.
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"""
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participants: Set[str] = field(default_factory=set)
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"""Set of unique participant email addresses observed in the thread."""
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"""
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Set of unique participant email addresses observed in the thread.
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"""
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messages: List[MailIntakeMessage] = field(default_factory=list)
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"""Ordered list of messages belonging to this thread."""
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"""
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Ordered list of messages belonging to this thread.
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"""
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last_activity_at: datetime | None = None
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"""Timestamp of the most recent message in the thread."""
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"""
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Timestamp of the most recent message in the thread.
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"""
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def add_message(self, message: MailIntakeMessage) -> None:
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"""
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Add a message to the thread and update derived fields.
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This method:
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- Appends the message to the thread
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- Tracks unique participants
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- Updates the last activity timestamp
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Args:
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message: Parsed mail message to add to the thread.
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message (MailIntakeMessage):
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Parsed mail message to add to the thread.
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Notes:
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**Responsibilities:**
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- Appends the message to the thread
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- Tracks unique participants
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- Updates the last activity timestamp
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"""
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self.messages.append(message)
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