From c2684b62519984d748795a489d3de5a8fc2a13e1 Mon Sep 17 00:00:00 2001
From: David Stenglein <dave@missingmass.com>
Date: Sat, 2 Aug 2025 14:43:37 +0000
Subject: [PATCH 1/4] feat: adapt entities to use knowledgebase-vocabulary
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Add KbPlaceholderDocument entity for wiki-style forward references
- Implement deterministic ID generation following ADR-0013 standards
- Update EntityService to use deterministic IDs instead of random UUIDs
- Add comprehensive ID normalization with Unicode NFKD and alphanumeric conversion
- Support for Person, Organization, Location, Project, Tag, and PlaceholderDocument entities
- Maintain RDF vocabulary compatibility with existing converter
- Enable wiki-based document linking with predictable entity identifiers

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 .claude-flow/metrics/agent-metrics.json       |    1 +
 .claude-flow/metrics/performance.json         |    9 +
 .claude-flow/metrics/system-metrics.json      | 2810 +++++++++++++++++
 .claude-flow/metrics/task-metrics.json        |   10 +
 .../models/kb_entities.py                     |   50 +-
 .../services/entity_service.py                |   38 +-
 .../utils/id_generator.py                     |  145 +-
 7 files changed, 3042 insertions(+), 21 deletions(-)
 create mode 100644 .claude-flow/metrics/agent-metrics.json
 create mode 100644 .claude-flow/metrics/performance.json
 create mode 100644 .claude-flow/metrics/system-metrics.json
 create mode 100644 .claude-flow/metrics/task-metrics.json

diff --git a/.claude-flow/metrics/agent-metrics.json b/.claude-flow/metrics/agent-metrics.json
new file mode 100644
index 0000000..9e26dfe
--- /dev/null
+++ b/.claude-flow/metrics/agent-metrics.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/.claude-flow/metrics/performance.json b/.claude-flow/metrics/performance.json
new file mode 100644
index 0000000..c4f93b8
--- /dev/null
+++ b/.claude-flow/metrics/performance.json
@@ -0,0 +1,9 @@
+{
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+  "totalTasks": 1,
+  "successfulTasks": 1,
+  "failedTasks": 0,
+  "totalAgents": 0,
+  "activeAgents": 0,
+  "neuralEvents": 0
+}
\ No newline at end of file
diff --git a/.claude-flow/metrics/system-metrics.json b/.claude-flow/metrics/system-metrics.json
new file mode 100644
index 0000000..ef13f58
--- /dev/null
+++ b/.claude-flow/metrics/system-metrics.json
@@ -0,0 +1,2810 @@
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+    "uptime": 162088.97
+  },
+  {
+    "timestamp": 1754145312758,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33348337664,
+    "memoryFree": 33918361600,
+    "memoryUsagePercent": 49.57629559482112,
+    "memoryEfficiency": 50.42370440517888,
+    "cpuCount": 32,
+    "cpuLoad": 0.066875,
+    "platform": "linux",
+    "uptime": 162119
+  },
+  {
+    "timestamp": 1754145342778,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33063796736,
+    "memoryFree": 34202902528,
+    "memoryUsagePercent": 49.15329144698376,
+    "memoryEfficiency": 50.84670855301624,
+    "cpuCount": 32,
+    "cpuLoad": 0.056875,
+    "platform": "linux",
+    "uptime": 162149.02
+  },
+  {
+    "timestamp": 1754145372807,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32958738432,
+    "memoryFree": 34307960832,
+    "memoryUsagePercent": 48.99710970304583,
+    "memoryEfficiency": 51.00289029695417,
+    "cpuCount": 32,
+    "cpuLoad": 0.0384375,
+    "platform": "linux",
+    "uptime": 162179.05
+  },
+  {
+    "timestamp": 1754145402831,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32934944768,
+    "memoryFree": 34331754496,
+    "memoryUsagePercent": 48.96173757350723,
+    "memoryEfficiency": 51.03826242649277,
+    "cpuCount": 32,
+    "cpuLoad": 0.035625,
+    "platform": "linux",
+    "uptime": 162209.07
+  },
+  {
+    "timestamp": 1754145432854,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32948625408,
+    "memoryFree": 34318073856,
+    "memoryUsagePercent": 48.982075482382925,
+    "memoryEfficiency": 51.017924517617075,
+    "cpuCount": 32,
+    "cpuLoad": 0.0396875,
+    "platform": "linux",
+    "uptime": 162239.09
+  },
+  {
+    "timestamp": 1754145462858,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32971124736,
+    "memoryFree": 34295574528,
+    "memoryUsagePercent": 49.01552342653089,
+    "memoryEfficiency": 50.98447657346911,
+    "cpuCount": 32,
+    "cpuLoad": 0.0384375,
+    "platform": "linux",
+    "uptime": 162269.1
+  },
+  {
+    "timestamp": 1754145492887,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32998772736,
+    "memoryFree": 34267926528,
+    "memoryUsagePercent": 49.05662548788147,
+    "memoryEfficiency": 50.94337451211853,
+    "cpuCount": 32,
+    "cpuLoad": 0.0371875,
+    "platform": "linux",
+    "uptime": 162299.13
+  },
+  {
+    "timestamp": 1754145522908,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 32998322176,
+    "memoryFree": 34268377088,
+    "memoryUsagePercent": 49.05595567651131,
+    "memoryEfficiency": 50.94404432348869,
+    "cpuCount": 32,
+    "cpuLoad": 0.03625,
+    "platform": "linux",
+    "uptime": 162329.15
+  },
+  {
+    "timestamp": 1754145552922,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33292541952,
+    "memoryFree": 33974157312,
+    "memoryUsagePercent": 49.493348590418506,
+    "memoryEfficiency": 50.506651409581494,
+    "cpuCount": 32,
+    "cpuLoad": 0.0340625,
+    "platform": "linux",
+    "uptime": 162359.16
+  },
+  {
+    "timestamp": 1754145582940,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33204154368,
+    "memoryFree": 34062544896,
+    "memoryUsagePercent": 49.361949867176406,
+    "memoryEfficiency": 50.638050132823594,
+    "cpuCount": 32,
+    "cpuLoad": 0.0253125,
+    "platform": "linux",
+    "uptime": 162389.18
+  },
+  {
+    "timestamp": 1754145612967,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33142366208,
+    "memoryFree": 34124333056,
+    "memoryUsagePercent": 49.2700943715507,
+    "memoryEfficiency": 50.7299056284493,
+    "cpuCount": 32,
+    "cpuLoad": 0.0265625,
+    "platform": "linux",
+    "uptime": 162419.21
+  },
+  {
+    "timestamp": 1754145643000,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33104384000,
+    "memoryFree": 34162315264,
+    "memoryUsagePercent": 49.21362927304641,
+    "memoryEfficiency": 50.78637072695359,
+    "cpuCount": 32,
+    "cpuLoad": 0.01625,
+    "platform": "linux",
+    "uptime": 162449.24
+  },
+  {
+    "timestamp": 1754145673030,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33068847104,
+    "memoryFree": 34197852160,
+    "memoryUsagePercent": 49.1607994235238,
+    "memoryEfficiency": 50.8392005764762,
+    "cpuCount": 32,
+    "cpuLoad": 0.0146875,
+    "platform": "linux",
+    "uptime": 162479.27
+  },
+  {
+    "timestamp": 1754145703060,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33126326272,
+    "memoryFree": 34140372992,
+    "memoryUsagePercent": 49.24624908677308,
+    "memoryEfficiency": 50.75375091322692,
+    "cpuCount": 32,
+    "cpuLoad": 0.025625,
+    "platform": "linux",
+    "uptime": 162509.3
+  },
+  {
+    "timestamp": 1754145733087,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33187151872,
+    "memoryFree": 34079547392,
+    "memoryUsagePercent": 49.33667362174437,
+    "memoryEfficiency": 50.66332637825563,
+    "cpuCount": 32,
+    "cpuLoad": 0.015625,
+    "platform": "linux",
+    "uptime": 162539.33
+  },
+  {
+    "timestamp": 1754145763100,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33421471744,
+    "memoryFree": 33845227520,
+    "memoryUsagePercent": 49.685018158586246,
+    "memoryEfficiency": 50.314981841413754,
+    "cpuCount": 32,
+    "cpuLoad": 0.0165625,
+    "platform": "linux",
+    "uptime": 162569.34
+  },
+  {
+    "timestamp": 1754145793124,
+    "memoryTotal": 67266699264,
+    "memoryUsed": 33593733120,
+    "memoryFree": 33672966144,
+    "memoryUsagePercent": 49.94110531298032,
+    "memoryEfficiency": 50.05889468701968,
+    "cpuCount": 32,
+    "cpuLoad": 0.046875,
+    "platform": "linux",
+    "uptime": 162599.36
+  }
+]
\ No newline at end of file
diff --git a/.claude-flow/metrics/task-metrics.json b/.claude-flow/metrics/task-metrics.json
new file mode 100644
index 0000000..5da96cd
--- /dev/null
+++ b/.claude-flow/metrics/task-metrics.json
@@ -0,0 +1,10 @@
+[
+  {
+    "id": "cmd-hooks-1754092494202",
+    "type": "hooks",
+    "success": true,
+    "duration": 2.922643000000008,
+    "timestamp": 1754092494205,
+    "metadata": {}
+  }
+]
\ No newline at end of file
diff --git a/src/knowledgebase_processor/models/kb_entities.py b/src/knowledgebase_processor/models/kb_entities.py
index e79a9b6..e6ccb45 100644
--- a/src/knowledgebase_processor/models/kb_entities.py
+++ b/src/knowledgebase_processor/models/kb_entities.py
@@ -3,7 +3,6 @@
 
 from pydantic import BaseModel, Field
 from rdflib.namespace import SDO as SCHEMA, RDFS, XSD, Namespace # Changed SCHEMA to SDO as SCHEMA
-from rdflib import URIRef
 
 # Define custom namespace
 KB = Namespace("http://example.org/kb/")
@@ -325,4 +324,53 @@ class Config:
         json_schema_extra = {
             "rdf_types": [KB.WikiLink],
             "rdfs_label_fallback_fields": ["alias", "target_path"],
+        }
+
+
+class KbPlaceholderDocument(KbBaseEntity):
+    """
+    Pydantic model for placeholder document entities.
+    
+    PlaceholderDocuments represent wiki links that reference non-existent documents.
+    They serve as forward references and can be promoted to actual KbDocument entities
+    when the referenced documents are created.
+    """
+    title: str = Field(
+        ...,
+        description="The title extracted from the wiki link that references this placeholder.",
+        json_schema_extra={
+            "rdf_property": SCHEMA.name,
+            "rdf_datatype": XSD.string,
+        },
+    )
+    normalized_name: str = Field(
+        ...,
+        description="The normalized name used to generate the deterministic ID.",
+        json_schema_extra={
+            "rdf_property": KB.normalizedName,
+            "rdf_datatype": XSD.string,
+        },
+    )
+    referenced_by: Optional[List[str]] = Field(
+        default_factory=list,
+        description="List of document URIs that reference this placeholder.",
+        json_schema_extra={
+            "rdf_property": KB.referencedBy,
+            "is_object_property": True,
+            "rdf_datatype": XSD.anyURI,
+        },
+    )
+    expected_path: Optional[str] = Field(
+        None,
+        description="The expected file path where this document should be created.",
+        json_schema_extra={
+            "rdf_property": KB.expectedPath,
+            "rdf_datatype": XSD.string,
+        },
+    )
+
+    class Config:
+        json_schema_extra = {
+            "rdf_types": [KB.PlaceholderDocument, SCHEMA.CreativeWork],
+            "rdfs_label_fallback_fields": ["title", "normalized_name"],
         }
\ No newline at end of file
diff --git a/src/knowledgebase_processor/services/entity_service.py b/src/knowledgebase_processor/services/entity_service.py
index ff3d43b..8028b48 100644
--- a/src/knowledgebase_processor/services/entity_service.py
+++ b/src/knowledgebase_processor/services/entity_service.py
@@ -1,36 +1,48 @@
 """Entity service for handling entity transformation and KB ID generation."""
 
-import uuid
 from typing import Optional
 from urllib.parse import quote
 
 from ..models.entities import ExtractedEntity
 from ..models.kb_entities import KbBaseEntity, KbPerson, KbOrganization, KbLocation, KbDateEntity, KB
+from ..utils.id_generator import EntityIdGenerator
 from ..utils.logging import get_logger
 
 
 class EntityService:
     """Handles entity transformation and KB ID generation."""
     
-    def __init__(self):
+    def __init__(self, base_uri: str = "http://example.org/kb/"):
         """Initialize the EntityService."""
         self.logger = get_logger("knowledgebase_processor.services.entity")
+        self.id_generator = EntityIdGenerator(base_uri)
     
     def generate_kb_id(self, entity_type_str: str, text: str) -> str:
-        """Generates a unique knowledge base ID (URI) for an entity.
+        """Generates a deterministic knowledge base ID (URI) for an entity.
+        
+        Uses the new deterministic ID generation from ADR-0013.
         
         Args:
             entity_type_str: The type of entity (e.g., "Person", "Organization")
             text: The text content of the entity
             
         Returns:
-            A unique URI for the entity
+            A deterministic URI for the entity
         """
-        # Simple slugification: replace non-alphanumeric with underscore
-        slug = "".join(c if c.isalnum() else "_" for c in text.lower())
-        # Trim slug to avoid overly long URIs, e.g., first 50 chars
-        slug = slug[:50].strip('_')
-        return str(KB[f"{entity_type_str}/{slug}_{uuid.uuid4().hex[:8]}"])
+        if entity_type_str.lower() == "person":
+            return self.id_generator.generate_person_id(text)
+        elif entity_type_str.lower() == "organization":
+            return self.id_generator.generate_organization_id(text)
+        elif entity_type_str.lower() == "location":
+            return self.id_generator.generate_location_id(text)
+        elif entity_type_str.lower() == "project":
+            return self.id_generator.generate_project_id(text)
+        elif entity_type_str.lower() == "tag":
+            return self.id_generator.generate_tag_id(text)
+        else:
+            # Fallback for unknown entity types - use generic approach
+            normalized_name = self.id_generator._normalize_text_for_id(text)
+            return str(KB[f"{entity_type_str}/{normalized_name}"])
     
     def transform_to_kb_entity(self, 
                              extracted_entity: ExtractedEntity,
@@ -48,12 +60,8 @@ def transform_to_kb_entity(self,
         entity_label_upper = extracted_entity.label.upper()
         self.logger.info(f"Processing entity: {kb_id_text} of type {entity_label_upper}")
 
-        # Create a full URI for the source document
-        # Replace spaces with underscores and quote for URI safety.
-        # Ensure consistent path separators (/) before quoting.
-        normalized_path = source_doc_relative_path.replace("\\", "/")
-        safe_path_segment = quote(normalized_path.replace(" ", "_"))
-        full_document_uri = str(KB[f"Document/{safe_path_segment}"])
+        # Create a full URI for the source document using deterministic ID generation
+        full_document_uri = self.id_generator.generate_document_id(source_doc_relative_path)
 
         common_args = {
             "label": extracted_entity.text,
diff --git a/src/knowledgebase_processor/utils/id_generator.py b/src/knowledgebase_processor/utils/id_generator.py
index 5c4fffd..90b7ce0 100644
--- a/src/knowledgebase_processor/utils/id_generator.py
+++ b/src/knowledgebase_processor/utils/id_generator.py
@@ -1,11 +1,19 @@
 import hashlib
 import base64
 import re
+import unicodedata
 from urllib.parse import urljoin, quote
 
 class EntityIdGenerator:
     """
     Generates deterministic, unique identifiers for knowledge base entities.
+    
+    Implements the normalization rules from ADR-0013:
+    1. Unicode NFKD normalization
+    2. Convert to lowercase  
+    3. Replace non-alphanumeric with hyphens
+    4. Remove consecutive hyphens
+    5. Trim hyphens from start/end
     """
 
     def __init__(self, base_url: str):
@@ -19,6 +27,36 @@ def __init__(self, base_url: str):
             base_url += '/'
         self.base_url = base_url
 
+    def _normalize_text_for_id(self, text: str) -> str:
+        """
+        Normalizes text for use in deterministic IDs according to ADR-0013 rules.
+        
+        Args:
+            text: The text to normalize
+            
+        Returns:
+            Normalized text suitable for use in IDs
+        """
+        if not text:
+            return ""
+            
+        # 1. Unicode NFKD normalization
+        normalized = unicodedata.normalize('NFKD', text)
+        
+        # 2. Convert to lowercase
+        normalized = normalized.lower()
+        
+        # 3. Replace non-alphanumeric with hyphens
+        normalized = re.sub(r'[^a-z0-9]', '-', normalized)
+        
+        # 4. Remove consecutive hyphens
+        normalized = re.sub(r'-+', '-', normalized)
+        
+        # 5. Trim hyphens from start/end
+        normalized = normalized.strip('-')
+        
+        return normalized
+
     def _generate_deterministic_hash(self, *parts: str) -> str:
         """
         Creates a short, URL-safe hash from a set of input strings.
@@ -29,19 +67,116 @@ def _generate_deterministic_hash(self, *parts: str) -> str:
         # Use URL-safe base64 encoding and take the first 16 characters for a reasonable length
         return base64.urlsafe_b64encode(sha256_hash).decode('utf-8').rstrip('=')[:16]
 
-    def generate_document_id(self, normalized_path: str) -> str:
+    def generate_document_id(self, file_path: str) -> str:
         """
         Generates a unique, deterministic URI for a document entity.
+        
+        Uses the ADR-0013 pattern: /Document/{normalized-file-path}
 
         Args:
-            normalized_path: The normalized, unique path of the document.
+            file_path: The original file path of the document.
 
         Returns:
             A full URI for the document entity.
         """
-        # Sanitize the path for use in a URI
-        safe_path = quote(normalized_path)
-        return urljoin(self.base_url, f"documents/{safe_path}")
+        # Normalize the file path using ADR-0013 rules
+        normalized_path = self._normalize_text_for_id(file_path)
+        
+        # Remove file extension for the ID
+        if '.' in normalized_path:
+            normalized_path = normalized_path.rsplit('.', 1)[0]
+        
+        return urljoin(self.base_url, f"Document/{normalized_path}")
+
+    def generate_placeholder_document_id(self, title: str) -> str:
+        """
+        Generates a unique, deterministic URI for a placeholder document entity.
+        
+        Uses the ADR-0013 pattern: /PlaceholderDocument/{normalized-name}
+
+        Args:
+            title: The title or name of the placeholder document.
+
+        Returns:
+            A full URI for the placeholder document entity.
+        """
+        normalized_name = self._normalize_text_for_id(title)
+        return urljoin(self.base_url, f"PlaceholderDocument/{normalized_name}")
+
+    def generate_person_id(self, name: str) -> str:
+        """
+        Generates a unique, deterministic URI for a person entity.
+        
+        Uses the ADR-0013 pattern: /Person/{normalized-name}
+
+        Args:
+            name: The person's name.
+
+        Returns:
+            A full URI for the person entity.
+        """
+        normalized_name = self._normalize_text_for_id(name)
+        return urljoin(self.base_url, f"Person/{normalized_name}")
+
+    def generate_organization_id(self, name: str) -> str:
+        """
+        Generates a unique, deterministic URI for an organization entity.
+        
+        Uses the ADR-0013 pattern: /Organization/{normalized-name}
+
+        Args:
+            name: The organization's name.
+
+        Returns:
+            A full URI for the organization entity.
+        """
+        normalized_name = self._normalize_text_for_id(name)
+        return urljoin(self.base_url, f"Organization/{normalized_name}")
+
+    def generate_location_id(self, name: str) -> str:
+        """
+        Generates a unique, deterministic URI for a location entity.
+        
+        Uses the ADR-0013 pattern: /Location/{normalized-name}
+
+        Args:
+            name: The location's name.
+
+        Returns:
+            A full URI for the location entity.
+        """
+        normalized_name = self._normalize_text_for_id(name)
+        return urljoin(self.base_url, f"Location/{normalized_name}")
+
+    def generate_project_id(self, name: str) -> str:
+        """
+        Generates a unique, deterministic URI for a project entity.
+        
+        Uses the ADR-0013 pattern: /Project/{normalized-name}
+
+        Args:
+            name: The project's name.
+
+        Returns:
+            A full URI for the project entity.
+        """
+        normalized_name = self._normalize_text_for_id(name)
+        return urljoin(self.base_url, f"Project/{normalized_name}")
+
+    def generate_tag_id(self, name: str) -> str:
+        """
+        Generates a unique, deterministic URI for a tag entity.
+        
+        Uses the ADR-0013 pattern: /Tag/{normalized-name}
+
+        Args:
+            name: The tag's name.
+
+        Returns:
+            A full URI for the tag entity.
+        """
+        normalized_name = self._normalize_text_for_id(name)
+        return urljoin(self.base_url, f"Tag/{normalized_name}")
 
     def generate_wikilink_id(self, source_document_id: str, original_text: str) -> str:
         """

From fd180c3621ddd7b45a6600a09c1eadc515e5d4ff Mon Sep 17 00:00:00 2001
From: David Stenglein <dave@missingmass.com>
Date: Tue, 12 Aug 2025 20:09:42 +0000
Subject: [PATCH 2/4] Remove claude-flow metrics files

Signed-off-by: David Stenglein <dave@missingmass.com>
---
 .claude-flow/metrics/agent-metrics.json  |    1 -
 .claude-flow/metrics/performance.json    |    9 -
 .claude-flow/metrics/system-metrics.json | 2810 ----------------------
 .claude-flow/metrics/task-metrics.json   |   10 -
 4 files changed, 2830 deletions(-)
 delete mode 100644 .claude-flow/metrics/agent-metrics.json
 delete mode 100644 .claude-flow/metrics/performance.json
 delete mode 100644 .claude-flow/metrics/system-metrics.json
 delete mode 100644 .claude-flow/metrics/task-metrics.json

diff --git a/.claude-flow/metrics/agent-metrics.json b/.claude-flow/metrics/agent-metrics.json
deleted file mode 100644
index 9e26dfe..0000000
--- a/.claude-flow/metrics/agent-metrics.json
+++ /dev/null
@@ -1 +0,0 @@
-{}
\ No newline at end of file
diff --git a/.claude-flow/metrics/performance.json b/.claude-flow/metrics/performance.json
deleted file mode 100644
index c4f93b8..0000000
--- a/.claude-flow/metrics/performance.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "startTime": 1754092494156,
-  "totalTasks": 1,
-  "successfulTasks": 1,
-  "failedTasks": 0,
-  "totalAgents": 0,
-  "activeAgents": 0,
-  "neuralEvents": 0
-}
\ No newline at end of file
diff --git a/.claude-flow/metrics/system-metrics.json b/.claude-flow/metrics/system-metrics.json
deleted file mode 100644
index ef13f58..0000000
--- a/.claude-flow/metrics/system-metrics.json
+++ /dev/null
@@ -1,2810 +0,0 @@
-[
-  {
-    "timestamp": 1754091834499,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 35351740416,
-    "memoryFree": 31914958848,
-    "memoryUsagePercent": 52.554593584644124,
-    "memoryEfficiency": 47.445406415355876,
-    "cpuCount": 32,
-    "cpuLoad": 0.0665625,
-    "platform": "linux",
-    "uptime": 108641.97
-  },
-  {
-    "timestamp": 1754091864501,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 34797871104,
-    "memoryFree": 32468828160,
-    "memoryUsagePercent": 51.731200556503644,
-    "memoryEfficiency": 48.268799443496356,
-    "cpuCount": 32,
-    "cpuLoad": 0.0575,
-    "platform": "linux",
-    "uptime": 108671.97
-  },
-  {
-    "timestamp": 1754091894528,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 34822815744,
-    "memoryFree": 32443883520,
-    "memoryUsagePercent": 51.768283749633284,
-    "memoryEfficiency": 48.231716250366716,
-    "cpuCount": 32,
-    "cpuLoad": 0.041875,
-    "platform": "linux",
-    "uptime": 108702
-  },
-  {
-    "timestamp": 1754091924560,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 35070443520,
-    "memoryFree": 32196255744,
-    "memoryUsagePercent": 52.1364120786719,
-    "memoryEfficiency": 47.8635879213281,
-    "cpuCount": 32,
-    "cpuLoad": 0.0296875,
-    "platform": "linux",
-    "uptime": 108732.03
-  },
-  {
-    "timestamp": 1754091954586,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 34834075648,
-    "memoryFree": 32432623616,
-    "memoryUsagePercent": 51.78502294469295,
-    "memoryEfficiency": 48.21497705530705,
-    "cpuCount": 32,
-    "cpuLoad": 0.035625,
-    "platform": "linux",
-    "uptime": 108762.06
-  },
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-    "uptime": 162419.21
-  },
-  {
-    "timestamp": 1754145643000,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33104384000,
-    "memoryFree": 34162315264,
-    "memoryUsagePercent": 49.21362927304641,
-    "memoryEfficiency": 50.78637072695359,
-    "cpuCount": 32,
-    "cpuLoad": 0.01625,
-    "platform": "linux",
-    "uptime": 162449.24
-  },
-  {
-    "timestamp": 1754145673030,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33068847104,
-    "memoryFree": 34197852160,
-    "memoryUsagePercent": 49.1607994235238,
-    "memoryEfficiency": 50.8392005764762,
-    "cpuCount": 32,
-    "cpuLoad": 0.0146875,
-    "platform": "linux",
-    "uptime": 162479.27
-  },
-  {
-    "timestamp": 1754145703060,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33126326272,
-    "memoryFree": 34140372992,
-    "memoryUsagePercent": 49.24624908677308,
-    "memoryEfficiency": 50.75375091322692,
-    "cpuCount": 32,
-    "cpuLoad": 0.025625,
-    "platform": "linux",
-    "uptime": 162509.3
-  },
-  {
-    "timestamp": 1754145733087,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33187151872,
-    "memoryFree": 34079547392,
-    "memoryUsagePercent": 49.33667362174437,
-    "memoryEfficiency": 50.66332637825563,
-    "cpuCount": 32,
-    "cpuLoad": 0.015625,
-    "platform": "linux",
-    "uptime": 162539.33
-  },
-  {
-    "timestamp": 1754145763100,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33421471744,
-    "memoryFree": 33845227520,
-    "memoryUsagePercent": 49.685018158586246,
-    "memoryEfficiency": 50.314981841413754,
-    "cpuCount": 32,
-    "cpuLoad": 0.0165625,
-    "platform": "linux",
-    "uptime": 162569.34
-  },
-  {
-    "timestamp": 1754145793124,
-    "memoryTotal": 67266699264,
-    "memoryUsed": 33593733120,
-    "memoryFree": 33672966144,
-    "memoryUsagePercent": 49.94110531298032,
-    "memoryEfficiency": 50.05889468701968,
-    "cpuCount": 32,
-    "cpuLoad": 0.046875,
-    "platform": "linux",
-    "uptime": 162599.36
-  }
-]
\ No newline at end of file
diff --git a/.claude-flow/metrics/task-metrics.json b/.claude-flow/metrics/task-metrics.json
deleted file mode 100644
index 5da96cd..0000000
--- a/.claude-flow/metrics/task-metrics.json
+++ /dev/null
@@ -1,10 +0,0 @@
-[
-  {
-    "id": "cmd-hooks-1754092494202",
-    "type": "hooks",
-    "success": true,
-    "duration": 2.922643000000008,
-    "timestamp": 1754092494205,
-    "metadata": {}
-  }
-]
\ No newline at end of file

From 3bd50a1818dc4f1bd704a6a7e33a5eb203fe7043 Mon Sep 17 00:00:00 2001
From: David Stenglein <dave@missingmass.com>
Date: Tue, 12 Aug 2025 20:11:15 +0000
Subject: [PATCH 3/4] Updating .gitignore

Signed-off-by: David Stenglein <dave@missingmass.com>
---
 .gitignore | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/.gitignore b/.gitignore
index 3eab115..64e3a8d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,6 +3,8 @@ tmp*/
 *-tmp/
 rdf_output/
 output/
+.kbp/
+fuseki-data/
 
 # Claude Flow generated files
 .claude/settings.local.json
@@ -28,4 +30,4 @@ claude-flow
 claude-flow.bat
 claude-flow.ps1
 hive-mind-prompt-*.txt
-.kbp/
+.claude-flow/metrics

From 871b1b5c3a289fa8ae6769c4a8e594356dec7902 Mon Sep 17 00:00:00 2001
From: David Stenglein <dave@missingmass.com>
Date: Wed, 13 Aug 2025 15:00:18 +0000
Subject: [PATCH 4/4] feat: implement vocabulary reference strategy with
 centralized configuration
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

- Add local vocabulary cache at /vocabulary/ with kb.ttl file
- Create centralized vocabulary configuration module
- Add VERSION.json for tracking vocabulary metadata
- Implement sync script for updating from upstream repository
- Add comprehensive documentation for LLM agents
- Create ADR-0014 documenting the vocabulary reference strategy
- Update existing code to use centralized KB namespace import
- Add tests for vocabulary configuration and integration

This provides a deterministic, LLM-friendly approach to managing the
external vocabulary dependency while maintaining clear provenance.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
---
 CLAUDE.md                                     |  31 ++
 .../0014-vocabulary-reference-strategy.md     | 153 ++++++
 docs/development/vocabulary-usage-guide.md    | 243 ++++++++++
 scripts/sync-vocabulary.sh                    | 210 +++++++++
 .../config/vocabulary.py                      | 114 +++++
 .../models/kb_entities.py                     |   6 +-
 .../rdf_converter/converter.py                |   4 +-
 tests/config/test_vocabulary.py               | 177 +++++++
 vocabulary/README.md                          | 173 +++++++
 vocabulary/VERSION.json                       |   8 +
 vocabulary/kb.ttl                             | 439 ++++++++++++++++++
 11 files changed, 1552 insertions(+), 6 deletions(-)
 create mode 100644 docs/architecture/decisions/0014-vocabulary-reference-strategy.md
 create mode 100644 docs/development/vocabulary-usage-guide.md
 create mode 100755 scripts/sync-vocabulary.sh
 create mode 100644 src/knowledgebase_processor/config/vocabulary.py
 create mode 100644 tests/config/test_vocabulary.py
 create mode 100644 vocabulary/README.md
 create mode 100644 vocabulary/VERSION.json
 create mode 100644 vocabulary/kb.ttl

diff --git a/CLAUDE.md b/CLAUDE.md
index 5101176..6b28291 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -1,5 +1,30 @@
 # Claude Code Configuration for Claude Flow
 
+## Vocabulary Reference
+
+The project uses an RDF vocabulary from https://github.com/dstengle/knowledgebase-vocabulary/
+
+### Key Information for LLM Agents:
+
+1. **Always import the vocabulary namespace from the centralized configuration:**
+   ```python
+   from knowledgebase_processor.config.vocabulary import KB
+   ```
+
+2. **Never hardcode the namespace URI.** The namespace is managed centrally in `/vocabulary/VERSION.json`
+
+3. **The vocabulary is stored locally at `/vocabulary/kb.ttl` for deterministic builds**
+
+4. **Documentation is available at:**
+   - `/vocabulary/README.md` - Vocabulary usage and update instructions
+   - `/docs/development/vocabulary-usage-guide.md` - Developer guide for LLM agents
+   - `/docs/architecture/decisions/0014-vocabulary-reference-strategy.md` - Architecture decision
+
+5. **To update the vocabulary from the source repository:**
+   ```bash
+   ./scripts/sync-vocabulary.sh sync
+   ```
+
 ## 🚨 CRITICAL: PARALLEL EXECUTION AFTER SWARM INIT
 
 **MANDATORY RULE**: Once swarm is initialized with memory, ALL subsequent operations MUST be parallel:
@@ -904,3 +929,9 @@ Claude Flow extends the base coordination with:
 ---
 
 Remember: **Claude Flow coordinates, Claude Code creates!** Start with `mcp__claude-flow__swarm_init` to enhance your development workflow.
+
+# important-instruction-reminders
+Do what has been asked; nothing more, nothing less.
+NEVER create files unless they're absolutely necessary for achieving your goal.
+ALWAYS prefer editing an existing file to creating a new one.
+NEVER proactively create documentation files (*.md) or README files. Only create documentation files if explicitly requested by the User.
\ No newline at end of file
diff --git a/docs/architecture/decisions/0014-vocabulary-reference-strategy.md b/docs/architecture/decisions/0014-vocabulary-reference-strategy.md
new file mode 100644
index 0000000..4e16bab
--- /dev/null
+++ b/docs/architecture/decisions/0014-vocabulary-reference-strategy.md
@@ -0,0 +1,153 @@
+# ADR-0014: Vocabulary Reference Strategy
+
+**Date:** 2025-08-13
+
+**Status:** Proposed
+
+## Context
+
+The knowledgebase-processor requires a stable reference to the KB vocabulary defined in the external repository at https://github.com/dstengle/knowledgebase-vocabulary/. This vocabulary defines the RDF ontology used for knowledge graph representation.
+
+Currently, the project:
+- Has a temporary copy at `/tmp-vocab/kb.ttl`
+- Uses hardcoded namespace `http://example.org/kb/` in the code
+- Needs to ensure all processing uses the correct vocabulary
+- Must make the vocabulary reference easy for LLM agent coders to understand and use
+
+## Decision
+
+We will implement a **hybrid approach** combining local caching with remote reference documentation:
+
+### 1. Local Vocabulary Cache
+- Maintain a local copy of the vocabulary at `/vocabulary/kb.ttl`
+- Track this file in version control for deterministic builds
+- Include version metadata in the file header
+
+### 2. Source Reference Documentation
+- Create `/vocabulary/README.md` documenting:
+  - Source repository URL
+  - Last sync date and commit hash
+  - Update instructions
+  - Namespace URI to use
+
+### 3. Configuration-Based Namespace
+- Define vocabulary namespace in configuration file
+- Allow override via environment variable
+- Default to the canonical namespace from the vocabulary
+
+### 4. Sync Mechanism
+- Provide a script `/scripts/sync-vocabulary.sh` to update from source
+- Document the sync process for maintainers
+- Include validation to ensure vocabulary compatibility
+
+## Implementation Plan
+
+### Directory Structure
+```
+vocabulary/
+├── kb.ttl              # Local copy of vocabulary
+├── README.md           # Documentation and source reference
+├── VERSION.json        # Version metadata
+└── .gitignore         # (empty - track all files)
+```
+
+### Version Metadata Format
+```json
+{
+  "source_repository": "https://github.com/dstengle/knowledgebase-vocabulary",
+  "source_commit": "sha-hash",
+  "sync_date": "2025-08-13T14:00:00Z",
+  "namespace": "http://example.org/kb/vocab#",
+  "version": "0.1.0-dev"
+}
+```
+
+### Configuration Integration
+```python
+# src/knowledgebase_processor/config/vocabulary.py
+import json
+from pathlib import Path
+from rdflib import Namespace
+
+def get_kb_namespace():
+    """Get the KB namespace from vocabulary metadata."""
+    vocab_dir = Path(__file__).parent.parent.parent.parent / "vocabulary"
+    version_file = vocab_dir / "VERSION.json"
+    
+    if version_file.exists():
+        with open(version_file) as f:
+            metadata = json.load(f)
+            return Namespace(metadata["namespace"])
+    
+    # Fallback to default
+    return Namespace("http://example.org/kb/vocab#")
+
+KB = get_kb_namespace()
+```
+
+## Rationale
+
+This approach provides:
+
+### For Development
+- **Deterministic builds**: Local vocabulary ensures consistent behavior
+- **Version control**: Track vocabulary changes with code changes
+- **Offline development**: No runtime dependency on external repository
+
+### For LLM Agents
+- **Clear documentation**: README explains the vocabulary source and usage
+- **Simple imports**: `from knowledgebase_processor.config.vocabulary import KB`
+- **Explicit versioning**: VERSION.json shows exactly what vocabulary version is used
+- **Update instructions**: Clear process for keeping vocabulary current
+
+### For Maintenance
+- **Traceable updates**: Git history shows when vocabulary was updated
+- **Validation possible**: Can add tests to ensure vocabulary compatibility
+- **Manual control**: Updates are intentional, not automatic
+
+## Alternatives Considered
+
+### 1. Git Submodule
+- **Pros**: Automatic tracking of source repository
+- **Cons**: Complex for LLM agents, requires git submodule knowledge
+
+### 2. Runtime Fetching
+- **Pros**: Always up-to-date
+- **Cons**: Network dependency, non-deterministic, harder to debug
+
+### 3. Direct Copy Only
+- **Pros**: Simplest approach
+- **Cons**: Loses connection to source, no version tracking
+
+### 4. Package Dependency
+- **Pros**: Standard Python approach
+- **Cons**: Vocabulary repo not published as package
+
+## Consequences
+
+### Positive
+- Clear provenance of vocabulary
+- Deterministic builds
+- Easy for LLM agents to understand
+- Simple to update when needed
+- Works offline
+
+### Negative
+- Manual sync required for updates
+- Potential for drift from source
+- Duplicate storage of vocabulary
+
+### Mitigations
+- Regular sync schedule (monthly or on major updates)
+- CI check to warn if vocabulary is outdated
+- Clear documentation of update process
+
+## Related Decisions
+
+- [ADR-0009: Knowledge Graph and RDF Store](0009-knowledge-graph-rdf-store.md)
+- [ADR-0010: Entity Modeling for RDF Serialization](0010-entity-modeling-for-rdf-serialization.md)
+- [ADR-0012: Entity Modeling with Wiki-Based Architecture](0012-entity-modeling-with-wiki-based-architecture.md)
+
+## Notes
+
+The vocabulary should be treated as a critical dependency. Any updates should be tested thoroughly to ensure compatibility with existing RDF data and queries.
\ No newline at end of file
diff --git a/docs/development/vocabulary-usage-guide.md b/docs/development/vocabulary-usage-guide.md
new file mode 100644
index 0000000..72ca1ca
--- /dev/null
+++ b/docs/development/vocabulary-usage-guide.md
@@ -0,0 +1,243 @@
+# Vocabulary Usage Guide for LLM Agent Coders
+
+This guide explains how to work with the KB vocabulary when developing features for the knowledgebase-processor.
+
+## Quick Start
+
+### 1. Import the Vocabulary
+
+Always import the KB namespace from the centralized configuration:
+
+```python
+from knowledgebase_processor.config.vocabulary import KB
+```
+
+**Never hardcode the namespace URI directly in your code.**
+
+### 2. Using the Vocabulary
+
+The KB namespace works like any RDFlib Namespace object:
+
+```python
+from rdflib import Graph, Literal, URIRef, RDF
+from knowledgebase_processor.config.vocabulary import KB
+
+# Create RDF triples
+g = Graph()
+g.bind("kb", KB)  # Bind prefix for serialization
+
+# Reference vocabulary classes
+doc_uri = URIRef("http://example.org/doc/1")
+g.add((doc_uri, RDF.type, KB.Document))
+g.add((doc_uri, KB.title, Literal("My Document")))
+
+# Reference vocabulary properties
+g.add((doc_uri, KB.hasTag, KB["python"]))
+g.add((doc_uri, KB.created, Literal("2025-08-13")))
+```
+
+## Common Vocabulary Elements
+
+### Document Types
+- `KB.Document` - Base document class
+- `KB.DailyNote` - Daily note documents
+- `KB.Meeting` - Meeting notes
+- `KB.GroupMeeting` - Group meetings
+- `KB.OneOnOneMeeting` - 1-on-1 meetings
+- `KB.PersonProfile` - Person profiles
+- `KB.BookNote` - Book notes
+- `KB.ProjectDocument` - Project documents
+
+### Entity Types
+- `KB.Person` - Individual people
+- `KB.Company` - Organizations
+- `KB.Place` - Locations
+- `KB.Book` - Books
+- `KB.Todo` - Action items
+- `KB.Tag` - Tags/categories
+
+### Common Properties
+- `KB.title` - Document title
+- `KB.created` - Creation date
+- `KB.hasTag` - Link to tags
+- `KB.hasSection` - Document sections
+- `KB.hasAttendee` - Meeting attendees
+- `KB.isCompleted` - Todo completion status
+- `KB.mentionedIn` - Entity mentions
+- `KB.describes` - What a document describes
+
+## Code Patterns
+
+### Creating Entities
+
+```python
+def create_document_entity(doc_id: str, title: str) -> Graph:
+    """Create RDF representation of a document."""
+    from knowledgebase_processor.config.vocabulary import KB
+    
+    g = Graph()
+    g.bind("kb", KB)
+    
+    doc_uri = URIRef(f"http://example.org/documents/{doc_id}")
+    g.add((doc_uri, RDF.type, KB.Document))
+    g.add((doc_uri, KB.title, Literal(title)))
+    
+    return g
+```
+
+### Checking Entity Types
+
+```python
+def is_meeting_document(g: Graph, uri: URIRef) -> bool:
+    """Check if a URI represents a meeting document."""
+    from knowledgebase_processor.config.vocabulary import KB
+    
+    return (uri, RDF.type, KB.Meeting) in g or \
+           (uri, RDF.type, KB.GroupMeeting) in g or \
+           (uri, RDF.type, KB.OneOnOneMeeting) in g
+```
+
+### Working with Properties
+
+```python
+def add_tags_to_document(g: Graph, doc_uri: URIRef, tags: List[str]):
+    """Add tags to a document."""
+    from knowledgebase_processor.config.vocabulary import KB
+    
+    for tag in tags:
+        tag_uri = KB[tag.replace(" ", "_")]
+        g.add((doc_uri, KB.hasTag, tag_uri))
+```
+
+## Best Practices
+
+### DO:
+- ✅ Import KB from `knowledgebase_processor.config.vocabulary`
+- ✅ Use vocabulary classes for RDF.type assertions
+- ✅ Use vocabulary properties for relationships
+- ✅ Bind the KB prefix when creating graphs
+- ✅ Check the vocabulary file for available terms
+
+### DON'T:
+- ❌ Hardcode namespace URIs like `"http://example.org/kb/"`
+- ❌ Create custom properties without checking the vocabulary
+- ❌ Modify the vocabulary file directly
+- ❌ Import Namespace and create your own KB namespace
+
+## Vocabulary Structure
+
+The vocabulary follows these patterns:
+
+1. **Classes** (Types):
+   - Named with PascalCase: `Document`, `Person`, `TodoItem`
+   - Represent entity types in the knowledge base
+
+2. **Properties** (Relationships):
+   - Named with camelCase: `hasTag`, `isCompleted`, `mentionedIn`
+   - Connect entities or add attributes
+
+3. **Instances** (Individuals):
+   - Can be created dynamically: `KB["tag_name"]`
+   - Used for tags, categories, etc.
+
+## Finding Available Terms
+
+To see what's available in the vocabulary:
+
+1. **Check the documentation**: `/vocabulary/README.md`
+2. **Read the vocabulary file**: `/vocabulary/kb.ttl`
+3. **Use introspection**:
+
+```python
+from knowledgebase_processor.config.vocabulary import get_vocabulary_file_path
+from rdflib import Graph
+
+# Load and explore the vocabulary
+g = Graph()
+g.parse(get_vocabulary_file_path(), format='turtle')
+
+# Find all classes
+for s, p, o in g.triples((None, RDF.type, OWL.Class)):
+    print(f"Class: {s}")
+
+# Find all properties
+for s, p, o in g.triples((None, RDF.type, OWL.ObjectProperty)):
+    print(f"Property: {s}")
+```
+
+## Adding New Terms
+
+If you need a term that doesn't exist:
+
+1. **Check if a similar term exists** in the vocabulary
+2. **Consider using standard vocabularies** (Schema.org, FOAF, Dublin Core)
+3. **Propose additions** to the source repository
+4. **Document temporary extensions** clearly in your code
+
+Example of documenting a temporary extension:
+
+```python
+# TODO: Propose kb:reviewStatus to vocabulary
+# Temporary: Using custom property until vocabulary updated
+REVIEW_STATUS = URIRef("http://example.org/kb/vocab#reviewStatus")
+g.add((doc_uri, REVIEW_STATUS, Literal("pending")))
+```
+
+## Testing with the Vocabulary
+
+```python
+def test_document_creation():
+    """Test creating a document with vocabulary."""
+    from knowledgebase_processor.config.vocabulary import KB, validate_vocabulary
+    
+    # Ensure vocabulary is available
+    assert validate_vocabulary(), "Vocabulary not properly configured"
+    
+    # Test document creation
+    g = Graph()
+    g.bind("kb", KB)
+    
+    doc = URIRef("test:doc1")
+    g.add((doc, RDF.type, KB.Document))
+    
+    # Verify the triple was added
+    assert (doc, RDF.type, KB.Document) in g
+```
+
+## Environment Variables
+
+For testing or special deployments, you can override the vocabulary namespace:
+
+```bash
+export KB_VOCABULARY_NAMESPACE="http://test.example.org/kb/"
+python your_script.py
+```
+
+## Common Issues and Solutions
+
+### Issue: "KB is not defined"
+**Solution**: Import from the correct module:
+```python
+from knowledgebase_processor.config.vocabulary import KB
+```
+
+### Issue: "Unknown property kb:someProperty"
+**Solution**: Check if the property exists in the vocabulary:
+```bash
+grep "someProperty" vocabulary/kb.ttl
+```
+
+### Issue: "Namespace mismatch in RDF output"
+**Solution**: Ensure you're binding the namespace:
+```python
+g.bind("kb", KB)  # Always bind before serializing
+```
+
+## Summary
+
+The vocabulary is your semantic schema. It defines:
+- What types of things exist (classes)
+- How they relate (properties)
+- What they mean (semantics)
+
+Always use the centralized vocabulary configuration to ensure consistency across the codebase. When in doubt, check the vocabulary file and documentation.
\ No newline at end of file
diff --git a/scripts/sync-vocabulary.sh b/scripts/sync-vocabulary.sh
new file mode 100755
index 0000000..1d09098
--- /dev/null
+++ b/scripts/sync-vocabulary.sh
@@ -0,0 +1,210 @@
+#!/bin/bash
+
+# Vocabulary Sync Script
+# Synchronizes the local vocabulary cache with the source repository
+
+set -e
+
+SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
+PROJECT_ROOT="$(dirname "$SCRIPT_DIR")"
+VOCAB_DIR="$PROJECT_ROOT/vocabulary"
+VERSION_FILE="$VOCAB_DIR/VERSION.json"
+VOCAB_FILE="$VOCAB_DIR/kb.ttl"
+
+# Source repository details
+SOURCE_REPO="https://github.com/dstengle/knowledgebase-vocabulary"
+SOURCE_BRANCH="main"
+TEMP_DIR="/tmp/kb-vocab-sync-$$"
+
+# Colors for output
+RED='\033[0;31m'
+GREEN='\033[0;32m'
+YELLOW='\033[1;33m'
+NC='\033[0m' # No Color
+
+# Functions
+print_usage() {
+    echo "Usage: $0 {check|diff|sync|help}"
+    echo ""
+    echo "Commands:"
+    echo "  check   - Check if local vocabulary is up-to-date"
+    echo "  diff    - Show differences between local and remote vocabulary"
+    echo "  sync    - Sync vocabulary from source repository"
+    echo "  help    - Show this help message"
+}
+
+check_dependencies() {
+    if ! command -v git &> /dev/null; then
+        echo -e "${RED}Error: git is not installed${NC}"
+        exit 1
+    fi
+    
+    if ! command -v curl &> /dev/null; then
+        echo -e "${RED}Error: curl is not installed${NC}"
+        exit 1
+    fi
+}
+
+get_remote_commit() {
+    git ls-remote "$SOURCE_REPO" "refs/heads/$SOURCE_BRANCH" | cut -f1
+}
+
+get_local_commit() {
+    if [ -f "$VERSION_FILE" ]; then
+        python3 -c "import json; print(json.load(open('$VERSION_FILE'))['source_commit'])" 2>/dev/null || echo "unknown"
+    else
+        echo "unknown"
+    fi
+}
+
+check_status() {
+    echo "Checking vocabulary status..."
+    
+    local_commit=$(get_local_commit)
+    remote_commit=$(get_remote_commit)
+    
+    echo "Local commit:  $local_commit"
+    echo "Remote commit: $remote_commit"
+    
+    if [ "$local_commit" = "$remote_commit" ]; then
+        echo -e "${GREEN}✓ Vocabulary is up-to-date${NC}"
+        return 0
+    else
+        echo -e "${YELLOW}⚠ Vocabulary needs updating${NC}"
+        return 1
+    fi
+}
+
+show_diff() {
+    echo "Fetching remote vocabulary for comparison..."
+    
+    # Create temp directory
+    mkdir -p "$TEMP_DIR"
+    cd "$TEMP_DIR"
+    
+    # Clone repository (shallow clone for efficiency)
+    git clone --depth 1 --branch "$SOURCE_BRANCH" "$SOURCE_REPO" repo 2>/dev/null
+    
+    # Find the vocabulary file in the remote repo
+    remote_vocab=""
+    if [ -f "repo/vocabulary/kb.ttl" ]; then
+        remote_vocab="repo/vocabulary/kb.ttl"
+    elif [ -f "repo/kb.ttl" ]; then
+        remote_vocab="repo/kb.ttl"
+    else
+        echo -e "${RED}Error: Could not find kb.ttl in remote repository${NC}"
+        rm -rf "$TEMP_DIR"
+        exit 1
+    fi
+    
+    # Show diff
+    if [ -f "$VOCAB_FILE" ]; then
+        echo "Showing differences (local vs remote):"
+        echo "======================================="
+        diff -u "$VOCAB_FILE" "$remote_vocab" || true
+    else
+        echo -e "${YELLOW}Local vocabulary file does not exist${NC}"
+        echo "Remote vocabulary preview:"
+        echo "========================="
+        head -n 50 "$remote_vocab"
+    fi
+    
+    # Cleanup
+    cd - > /dev/null
+    rm -rf "$TEMP_DIR"
+}
+
+sync_vocabulary() {
+    echo "Syncing vocabulary from source repository..."
+    
+    # Create vocabulary directory if it doesn't exist
+    mkdir -p "$VOCAB_DIR"
+    
+    # Create temp directory
+    mkdir -p "$TEMP_DIR"
+    cd "$TEMP_DIR"
+    
+    # Clone repository
+    echo "Cloning repository..."
+    git clone --depth 1 --branch "$SOURCE_BRANCH" "$SOURCE_REPO" repo 2>/dev/null
+    
+    # Get the current commit hash
+    cd repo
+    current_commit=$(git rev-parse HEAD)
+    cd ..
+    
+    # Find and copy the vocabulary file
+    remote_vocab=""
+    if [ -f "repo/vocabulary/kb.ttl" ]; then
+        remote_vocab="repo/vocabulary/kb.ttl"
+    elif [ -f "repo/kb.ttl" ]; then
+        remote_vocab="repo/kb.ttl"
+    else
+        echo -e "${RED}Error: Could not find kb.ttl in remote repository${NC}"
+        rm -rf "$TEMP_DIR"
+        exit 1
+    fi
+    
+    # Backup existing file if it exists
+    if [ -f "$VOCAB_FILE" ]; then
+        backup_file="$VOCAB_FILE.backup.$(date +%Y%m%d_%H%M%S)"
+        echo "Backing up existing vocabulary to: $backup_file"
+        cp "$VOCAB_FILE" "$backup_file"
+    fi
+    
+    # Copy the new vocabulary file
+    echo "Copying vocabulary file..."
+    cp "$remote_vocab" "$VOCAB_FILE"
+    
+    # Extract namespace from the vocabulary file
+    namespace=$(grep -m1 "@prefix kb:" "$VOCAB_FILE" | sed -n 's/.*<\(.*\)>.*/\1/p' || echo "http://example.org/kb/vocab#")
+    
+    # Update VERSION.json
+    echo "Updating VERSION.json..."
+    cat > "$VERSION_FILE" <<EOF
+{
+  "source_repository": "$SOURCE_REPO",
+  "source_commit": "$current_commit",
+  "sync_date": "$(date -u +%Y-%m-%dT%H:%M:%SZ)",
+  "namespace": "$namespace",
+  "version": "0.1.0-dev",
+  "notes": "Synchronized from $SOURCE_REPO at commit $current_commit"
+}
+EOF
+    
+    # Cleanup
+    cd - > /dev/null
+    rm -rf "$TEMP_DIR"
+    
+    echo -e "${GREEN}✓ Vocabulary synchronized successfully${NC}"
+    echo "  Source commit: $current_commit"
+    echo "  Namespace: $namespace"
+    echo ""
+    echo "Next steps:"
+    echo "1. Review the changes: git diff vocabulary/"
+    echo "2. Run tests: pytest tests/vocabulary/"
+    echo "3. Commit changes: git add vocabulary/ && git commit -m 'chore: sync vocabulary from upstream'"
+}
+
+# Main script
+check_dependencies
+
+case "${1:-help}" in
+    check)
+        check_status
+        ;;
+    diff)
+        show_diff
+        ;;
+    sync)
+        sync_vocabulary
+        ;;
+    help|--help|-h)
+        print_usage
+        ;;
+    *)
+        echo -e "${RED}Error: Unknown command '$1'${NC}"
+        print_usage
+        exit 1
+        ;;
+esac
\ No newline at end of file
diff --git a/src/knowledgebase_processor/config/vocabulary.py b/src/knowledgebase_processor/config/vocabulary.py
new file mode 100644
index 0000000..bee5887
--- /dev/null
+++ b/src/knowledgebase_processor/config/vocabulary.py
@@ -0,0 +1,114 @@
+"""
+Vocabulary configuration module.
+
+This module provides access to the KB vocabulary namespace used throughout
+the knowledgebase-processor. The vocabulary is maintained in an external
+repository and cached locally for deterministic builds.
+
+Usage:
+    from knowledgebase_processor.config.vocabulary import KB
+    
+    # Use the namespace to create URIs
+    document_class = KB.Document
+    has_tag_property = KB.hasTag
+"""
+
+import json
+import os
+from pathlib import Path
+from typing import Optional
+
+from rdflib import Namespace
+
+
+def get_vocabulary_metadata() -> dict:
+    """
+    Load vocabulary metadata from VERSION.json.
+    
+    Returns:
+        Dictionary containing vocabulary metadata including namespace URI.
+    """
+    # Navigate from this file to project root, then to vocabulary directory
+    vocab_dir = Path(__file__).parent.parent.parent.parent / "vocabulary"
+    version_file = vocab_dir / "VERSION.json"
+    
+    if version_file.exists():
+        with open(version_file, 'r') as f:
+            return json.load(f)
+    
+    # Return default metadata if file doesn't exist
+    return {
+        "namespace": "http://example.org/kb/vocab#",
+        "version": "unknown",
+        "source_repository": "https://github.com/dstengle/knowledgebase-vocabulary"
+    }
+
+
+def get_kb_namespace() -> Namespace:
+    """
+    Get the KB namespace from vocabulary metadata.
+    
+    This function reads the namespace URI from the VERSION.json file
+    in the vocabulary directory. If the file doesn't exist or can't
+    be read, it falls back to a default namespace.
+    
+    The namespace can be overridden using the KB_VOCABULARY_NAMESPACE
+    environment variable for testing or special deployments.
+    
+    Returns:
+        rdflib.Namespace object for the KB vocabulary.
+    """
+    # Check for environment variable override
+    env_namespace = os.environ.get('KB_VOCABULARY_NAMESPACE')
+    if env_namespace:
+        return Namespace(env_namespace)
+    
+    # Load from metadata
+    metadata = get_vocabulary_metadata()
+    return Namespace(metadata["namespace"])
+
+
+def get_vocabulary_file_path() -> Path:
+    """
+    Get the path to the local vocabulary file.
+    
+    Returns:
+        Path object pointing to the kb.ttl vocabulary file.
+    """
+    vocab_dir = Path(__file__).parent.parent.parent.parent / "vocabulary"
+    return vocab_dir / "kb.ttl"
+
+
+def validate_vocabulary() -> bool:
+    """
+    Validate that the vocabulary file exists and is readable.
+    
+    Returns:
+        True if vocabulary is valid and accessible, False otherwise.
+    """
+    vocab_file = get_vocabulary_file_path()
+    
+    if not vocab_file.exists():
+        return False
+    
+    try:
+        # Try to parse the vocabulary file
+        from rdflib import Graph
+        g = Graph()
+        g.parse(vocab_file, format='turtle')
+        return True
+    except Exception:
+        return False
+
+
+# Primary export: the KB namespace
+KB = get_kb_namespace()
+
+# Additional exports for vocabulary management
+__all__ = [
+    'KB',
+    'get_vocabulary_metadata',
+    'get_kb_namespace', 
+    'get_vocabulary_file_path',
+    'validate_vocabulary'
+]
\ No newline at end of file
diff --git a/src/knowledgebase_processor/models/kb_entities.py b/src/knowledgebase_processor/models/kb_entities.py
index e6ccb45..7e4f2ca 100644
--- a/src/knowledgebase_processor/models/kb_entities.py
+++ b/src/knowledgebase_processor/models/kb_entities.py
@@ -2,10 +2,10 @@
 from typing import Optional, Tuple, List
 
 from pydantic import BaseModel, Field
-from rdflib.namespace import SDO as SCHEMA, RDFS, XSD, Namespace # Changed SCHEMA to SDO as SCHEMA
+from rdflib.namespace import SDO as SCHEMA, RDFS, XSD
 
-# Define custom namespace
-KB = Namespace("http://example.org/kb/")
+# Import KB namespace from centralized configuration
+from knowledgebase_processor.config.vocabulary import KB
 
 
 class KbBaseEntity(BaseModel):
diff --git a/src/knowledgebase_processor/rdf_converter/converter.py b/src/knowledgebase_processor/rdf_converter/converter.py
index 1cdae58..eadd8c5 100644
--- a/src/knowledgebase_processor/rdf_converter/converter.py
+++ b/src/knowledgebase_processor/rdf_converter/converter.py
@@ -6,9 +6,7 @@
 from rdflib.namespace import RDF, RDFS, XSD, SDO as SCHEMA
 
 from knowledgebase_processor.models.kb_entities import KbBaseEntity
-
-# Define Namespaces
-KB = Namespace("http://example.org/kb/") # Ensure this matches kb_entities.py
+from knowledgebase_processor.config.vocabulary import KB
 
 
 class RdfConverter:
diff --git a/tests/config/test_vocabulary.py b/tests/config/test_vocabulary.py
new file mode 100644
index 0000000..5b19b2f
--- /dev/null
+++ b/tests/config/test_vocabulary.py
@@ -0,0 +1,177 @@
+"""
+Tests for vocabulary configuration and integration.
+"""
+
+import json
+from pathlib import Path
+import pytest
+from rdflib import Graph, URIRef, Literal, RDF
+
+from knowledgebase_processor.config.vocabulary import (
+    KB,
+    get_vocabulary_metadata,
+    get_vocabulary_file_path,
+    validate_vocabulary,
+    get_kb_namespace
+)
+
+
+class TestVocabularyConfiguration:
+    """Test vocabulary configuration module."""
+    
+    def test_kb_namespace_import(self):
+        """Test that KB namespace can be imported."""
+        assert KB is not None
+        assert str(KB) == "http://example.org/kb/vocab#"
+    
+    def test_vocabulary_metadata_loading(self):
+        """Test loading vocabulary metadata."""
+        metadata = get_vocabulary_metadata()
+        
+        assert isinstance(metadata, dict)
+        assert "namespace" in metadata
+        assert "source_repository" in metadata
+        assert metadata["source_repository"] == "https://github.com/dstengle/knowledgebase-vocabulary"
+    
+    def test_vocabulary_file_path(self):
+        """Test getting vocabulary file path."""
+        vocab_path = get_vocabulary_file_path()
+        
+        assert isinstance(vocab_path, Path)
+        assert vocab_path.name == "kb.ttl"
+        assert vocab_path.parent.name == "vocabulary"
+    
+    def test_vocabulary_validation(self):
+        """Test vocabulary validation."""
+        is_valid = validate_vocabulary()
+        
+        # Should be valid after our setup
+        assert is_valid is True
+    
+    def test_vocabulary_file_exists(self):
+        """Test that vocabulary file exists."""
+        vocab_path = get_vocabulary_file_path()
+        assert vocab_path.exists()
+    
+    def test_vocabulary_file_parseable(self):
+        """Test that vocabulary file can be parsed as RDF."""
+        vocab_path = get_vocabulary_file_path()
+        
+        g = Graph()
+        # Should not raise an exception
+        g.parse(vocab_path, format='turtle')
+        
+        # Check that it contains some expected content
+        assert len(g) > 0
+    
+    def test_kb_namespace_usage(self):
+        """Test using KB namespace to create URIs."""
+        # Test creating class URIs
+        document_uri = KB.Document
+        assert isinstance(document_uri, URIRef)
+        assert str(document_uri) == "http://example.org/kb/vocab#Document"
+        
+        # Test creating property URIs
+        has_tag_uri = KB.hasTag
+        assert isinstance(has_tag_uri, URIRef)
+        assert str(has_tag_uri) == "http://example.org/kb/vocab#hasTag"
+        
+        # Test creating dynamic URIs
+        tag_uri = KB["python"]
+        assert isinstance(tag_uri, URIRef)
+        assert str(tag_uri) == "http://example.org/kb/vocab#python"
+    
+    def test_vocabulary_in_rdf_graph(self):
+        """Test using vocabulary in RDF graph operations."""
+        g = Graph()
+        g.bind("kb", KB)
+        
+        # Create a document entity
+        doc_uri = URIRef("http://example.org/documents/test-doc")
+        g.add((doc_uri, RDF.type, KB.Document))
+        g.add((doc_uri, KB.title, Literal("Test Document")))
+        g.add((doc_uri, KB.hasTag, KB["test"]))
+        
+        # Verify triples were added
+        assert (doc_uri, RDF.type, KB.Document) in g
+        assert (doc_uri, KB.title, Literal("Test Document")) in g
+        assert (doc_uri, KB.hasTag, KB["test"]) in g
+        
+        # Test serialization includes namespace binding
+        turtle_output = g.serialize(format='turtle')
+        assert "@prefix kb:" in turtle_output
+        assert "kb:Document" in turtle_output or str(KB.Document) in turtle_output
+
+
+class TestVocabularyIntegration:
+    """Test vocabulary integration with other modules."""
+    
+    def test_kb_entities_import(self):
+        """Test that kb_entities module uses centralized vocabulary."""
+        from knowledgebase_processor.models.kb_entities import KB as entities_KB
+        from knowledgebase_processor.config.vocabulary import KB as config_KB
+        
+        # Should be the same namespace
+        assert str(entities_KB) == str(config_KB)
+    
+    def test_rdf_converter_import(self):
+        """Test that rdf_converter module uses centralized vocabulary."""
+        from knowledgebase_processor.rdf_converter.converter import KB as converter_KB
+        from knowledgebase_processor.config.vocabulary import KB as config_KB
+        
+        # Should be the same namespace
+        assert str(converter_KB) == str(config_KB)
+    
+    def test_vocabulary_consistency(self):
+        """Test that vocabulary is consistently used across modules."""
+        from knowledgebase_processor.models.kb_entities import KbTodoItem
+        from knowledgebase_processor.rdf_converter.converter import RdfConverter
+        
+        # Create a todo item
+        todo = KbTodoItem(
+            kb_id="todo-1",
+            description="Test todo item",
+            is_completed=False
+        )
+        
+        # Convert to RDF
+        converter = RdfConverter()
+        g = converter.kb_entity_to_graph(todo)
+        
+        # Check that it uses the correct namespace
+        assert len(g) > 0
+        
+        # The entity should have the KB.Entity type (from base class)
+        todo_uri = URIRef("http://example.org/kb/todo-1")
+        assert any((todo_uri, RDF.type, o) for s, p, o in g if s == todo_uri)
+
+
+class TestVersionFile:
+    """Test VERSION.json file structure."""
+    
+    def test_version_file_exists(self):
+        """Test that VERSION.json exists."""
+        version_path = Path(__file__).parent.parent.parent / "vocabulary" / "VERSION.json"
+        assert version_path.exists()
+    
+    def test_version_file_structure(self):
+        """Test VERSION.json has required fields."""
+        version_path = Path(__file__).parent.parent.parent / "vocabulary" / "VERSION.json"
+        
+        with open(version_path) as f:
+            version_data = json.load(f)
+        
+        required_fields = [
+            "source_repository",
+            "source_commit", 
+            "sync_date",
+            "namespace",
+            "version"
+        ]
+        
+        for field in required_fields:
+            assert field in version_data, f"Missing required field: {field}"
+        
+        # Validate field values
+        assert version_data["source_repository"] == "https://github.com/dstengle/knowledgebase-vocabulary"
+        assert version_data["namespace"] == "http://example.org/kb/vocab#"
\ No newline at end of file
diff --git a/vocabulary/README.md b/vocabulary/README.md
new file mode 100644
index 0000000..9bfb6dc
--- /dev/null
+++ b/vocabulary/README.md
@@ -0,0 +1,173 @@
+# KB Vocabulary Reference
+
+This directory contains the RDF vocabulary/ontology used by the knowledgebase-processor.
+
+## Source
+
+The vocabulary is maintained in the external repository:
+- **Repository**: https://github.com/dstengle/knowledgebase-vocabulary
+- **Primary File**: `vocabulary/kb.ttl`  
+- **License**: MIT
+
+## Current Version
+
+See `VERSION.json` for:
+- Source commit reference
+- Last sync date
+- Namespace URI
+- Version information
+
+## Usage in Code
+
+### Import the Namespace
+
+```python
+from knowledgebase_processor.config.vocabulary import KB
+
+# Use the namespace
+from rdflib import Graph, URIRef
+
+g = Graph()
+entity_uri = KB.Document  # Creates URIRef for kb:Document class
+property_uri = KB.hasTag  # Creates URIRef for kb:hasTag property
+```
+
+### Direct File Access
+
+```python
+from pathlib import Path
+
+vocab_file = Path("vocabulary/kb.ttl")
+# Load vocabulary for validation or introspection
+```
+
+## Vocabulary Structure
+
+The KB vocabulary defines:
+
+### Core Classes
+- `kb:Document` - Base class for markdown documents
+- `kb:Person` - Individual entities
+- `kb:Organization` - Companies and groups
+- `kb:Meeting` - Meeting notes and events
+- `kb:TodoItem` - Tasks and action items
+- `kb:Section` - Document structure elements
+
+### Key Properties
+- `kb:hasTag` - Links documents to tags
+- `kb:hasAttendee` - Links meetings to participants
+- `kb:isCompleted` - Status of todo items
+- `kb:mentionedIn` - Entity references in documents
+
+### Integration with Standard Vocabularies
+- FOAF for person modeling
+- Schema.org for general semantics
+- Dublin Core for metadata
+- SKOS for tag hierarchies
+
+## Updating the Vocabulary
+
+### Manual Update Process
+
+1. Check for updates in the source repository:
+   ```bash
+   ./scripts/sync-vocabulary.sh check
+   ```
+
+2. Review changes before syncing:
+   ```bash
+   ./scripts/sync-vocabulary.sh diff
+   ```
+
+3. Sync from source repository:
+   ```bash
+   ./scripts/sync-vocabulary.sh sync
+   ```
+
+4. Update VERSION.json with new commit hash and date
+
+5. Test compatibility:
+   ```bash
+   pytest tests/vocabulary/
+   ```
+
+6. Commit changes:
+   ```bash
+   git add vocabulary/
+   git commit -m "chore: sync vocabulary from upstream"
+   ```
+
+### Automated Validation
+
+The vocabulary is validated during:
+- CI/CD pipeline runs
+- Pre-commit hooks (if configured)
+- Test suite execution
+
+## For LLM Agent Coders
+
+When working with the vocabulary:
+
+1. **Always use the configured namespace**: Import `KB` from `knowledgebase_processor.config.vocabulary`
+2. **Reference this documentation**: The vocabulary structure is documented here
+3. **Check VERSION.json**: Ensure you're working with the expected version
+4. **Don't modify kb.ttl directly**: Changes should be made in the source repository
+5. **Use type hints**: The vocabulary provides semantic types for entities
+
+### Example: Creating RDF Triples
+
+```python
+from rdflib import Graph, Literal, URIRef
+from knowledgebase_processor.config.vocabulary import KB
+
+# Create a graph
+g = Graph()
+g.bind("kb", KB)
+
+# Create a document entity
+doc_uri = URIRef("http://example.org/documents/my-note")
+g.add((doc_uri, RDF.type, KB.Document))
+g.add((doc_uri, KB.title, Literal("My Daily Note")))
+g.add((doc_uri, KB.hasTag, KB["work"]))
+
+# Create a todo item
+todo_uri = URIRef("http://example.org/todos/task-1")
+g.add((todo_uri, RDF.type, KB.TodoItem))
+g.add((todo_uri, KB.description, Literal("Complete vocabulary integration")))
+g.add((todo_uri, KB.isCompleted, Literal(False)))
+```
+
+## Vocabulary Evolution
+
+The vocabulary is designed to evolve with the project needs:
+
+1. **Backward Compatibility**: Changes maintain compatibility with existing data
+2. **Semantic Versioning**: Version numbers follow semver conventions
+3. **Migration Support**: Tools provided for data migration when needed
+4. **Documentation**: All changes documented in the source repository
+
+## Troubleshooting
+
+### Namespace Mismatch
+If you see namespace errors, ensure:
+- VERSION.json matches the namespace in kb.ttl
+- Code imports use the configured namespace
+- RDF data uses consistent namespace URIs
+
+### Missing Classes/Properties
+If a class or property is missing:
+1. Check if it exists in the source repository
+2. Verify your local copy is up-to-date
+3. Consider if it needs to be added to the vocabulary
+
+### Import Errors
+If vocabulary imports fail:
+1. Ensure the vocabulary directory exists
+2. Check that VERSION.json is valid JSON
+3. Verify Python path includes the project root
+
+## Related Documentation
+
+- [ADR-0014: Vocabulary Reference Strategy](../architecture/decisions/0014-vocabulary-reference-strategy.md)
+- [ADR-0009: Knowledge Graph and RDF Store](../architecture/decisions/0009-knowledge-graph-rdf-store.md)
+- [Entity Modeling Documentation](../architecture/decisions/0012-entity-modeling-with-wiki-based-architecture.md)
\ No newline at end of file
diff --git a/vocabulary/VERSION.json b/vocabulary/VERSION.json
new file mode 100644
index 0000000..7b76cbe
--- /dev/null
+++ b/vocabulary/VERSION.json
@@ -0,0 +1,8 @@
+{
+  "source_repository": "https://github.com/dstengle/knowledgebase-vocabulary",
+  "source_commit": "main",
+  "sync_date": "2025-08-13T14:00:00Z",
+  "namespace": "http://example.org/kb/vocab#",
+  "version": "0.1.0-dev",
+  "notes": "Initial vocabulary sync from tmp-vocab/kb.ttl"
+}
\ No newline at end of file
diff --git a/vocabulary/kb.ttl b/vocabulary/kb.ttl
new file mode 100644
index 0000000..99ac140
--- /dev/null
+++ b/vocabulary/kb.ttl
@@ -0,0 +1,439 @@
+@prefix kb: <http://example.org/kb/vocab#> .
+@prefix owl: <http://www.w3.org/2002/07/owl#> .
+@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
+@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
+@prefix doco: <http://purl.org/spar/doco/> .
+@prefix dcterms: <http://purl.org/dc/terms/> .
+@prefix schema: <http://schema.org/> .
+@prefix foaf: <http://xmlns.com/foaf/0.1/> .
+@prefix rel: <http://purl.org/vocab/relationship/> .
+@prefix prov: <http://www.w3.org/ns/prov#> .
+@prefix sioc: <http://rdfs.org/sioc/ns#> .
+@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
+
+# ============================================
+# KB VOCABULARY DEFINITION
+# ============================================
+
+kb: a owl:Ontology ;
+    dcterms:title "Personal Knowledge Base Vocabulary" ;
+    dcterms:description "Vocabulary for markdown-based knowledge management" ;
+    dcterms:created "2024-11-15"^^xsd:date ;
+    owl:imports <http://xmlns.com/foaf/0.1/> ,
+                <http://purl.org/spar/doco> ,
+                <http://purl.org/vocab/relationship/> .
+
+# ============================================
+# DOCUMENT CLASSES
+# ============================================
+
+# Base document class
+kb:Document a owl:Class ;
+    rdfs:subClassOf schema:Article ;
+    rdfs:comment "A markdown document in the knowledge base" .
+
+# Document type hierarchy
+kb:DailyNote a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Daily notes document (type: daily-note)" .
+
+kb:Meeting a owl:Class ;
+    rdfs:subClassOf kb:Document, schema:Event ;
+    rdfs:comment "Meeting notes document" .
+
+kb:GroupMeeting a owl:Class ;
+    rdfs:subClassOf kb:Meeting ;
+    rdfs:comment "Group meeting notes (type: group-meeting)" .
+
+kb:OneOnOneMeeting a owl:Class ;
+    rdfs:subClassOf kb:Meeting ;
+    rdfs:comment "1-on-1 meeting notes (type: 1on1-meeting)" .
+
+kb:PersonProfile a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Person profile document (type: person)" .
+
+kb:BookNote a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Book notes document (type: book)" .
+
+kb:PlaceNote a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Place/location notes (type: place)" .
+
+kb:ProjectDocument a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Project-related document" .
+
+kb:ResearchNote a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Research documents" .
+
+kb:ReadingList a owl:Class ;
+    rdfs:subClassOf kb:Document ;
+    rdfs:comment "Reading list or book collection" .
+
+# ============================================
+# DOCUMENT STRUCTURE CLASSES
+# ============================================
+
+kb:Section a owl:Class ;
+    rdfs:subClassOf doco:Section ;
+    rdfs:comment "A section in a markdown document, marked by ## headers" .
+
+kb:WikiLink a owl:Class ;
+    rdfs:comment "A [[wiki-style]] link within a document" .
+
+kb:TodoItem a owl:Class ;
+    rdfs:subClassOf doco:ListItem ;
+    rdfs:comment "A checkbox todo item: - [ ] or - [x]" .
+
+kb:Property a owl:Class ;
+    rdfs:comment "A key-value property from front matter or inline" .
+
+# ============================================
+# ENTITY CLASSES
+# ============================================
+
+kb:Person a owl:Class ;
+    owl:equivalentClass foaf:Person ;
+    rdfs:comment "A person mentioned in the KB" .
+
+kb:Company a owl:Class ;
+    rdfs:subClassOf foaf:Organization ;
+    rdfs:comment "A company/organization mentioned in the KB" .
+
+kb:Place a owl:Class ;
+    rdfs:subClassOf schema:Place ;
+    rdfs:comment "A location mentioned in the KB" .
+
+kb:Book a owl:Class ;
+    rdfs:subClassOf schema:Book ;
+    rdfs:comment "A book referenced in the KB" .
+
+kb:ResearchPaper a owl:Class ;
+    rdfs:subClassOf schema:ScholarlyArticle ;
+    rdfs:comment "Academic paper or publication" .
+
+kb:Todo a owl:Class ;
+    rdfs:subClassOf schema:Action ;
+    rdfs:comment "An inferred todo/action item" .
+
+kb:Relationship a owl:Class ;
+    rdfs:comment "An inferred relationship between people" .
+
+kb:ProfessionalRelationship a owl:Class ;
+    rdfs:subClassOf kb:Relationship ;
+    rdfs:comment "Work-related relationship" .
+
+# ============================================
+# TAG TAXONOMY (using SKOS)
+# ============================================
+
+kb:Tag a owl:Class ;
+    rdfs:subClassOf skos:Concept ;
+    rdfs:comment "A tag or category in the knowledge base" .
+
+kb:TagScheme a owl:Class ;
+    rdfs:subClassOf skos:ConceptScheme ;
+    rdfs:comment "A hierarchical tag taxonomy" .
+
+# Tag hierarchy uses SKOS properties
+kb:hasParentTag rdfs:subPropertyOf skos:broader ;
+    rdfs:domain kb:Tag ;
+    rdfs:range kb:Tag ;
+    rdfs:comment "Parent tag in hierarchy (e.g., bydate/2024 → bydate)" .
+
+kb:hasChildTag rdfs:subPropertyOf skos:narrower ;
+    rdfs:domain kb:Tag ;
+    rdfs:range kb:Tag ;
+    rdfs:comment "Child tag in hierarchy" .
+
+kb:relatedTag rdfs:subPropertyOf skos:related ;
+    rdfs:domain kb:Tag ;
+    rdfs:range kb:Tag ;
+    rdfs:comment "Related but not hierarchical" .
+
+# Tag properties
+kb:tagName rdfs:subPropertyOf skos:prefLabel ;
+    rdfs:domain kb:Tag ;
+    rdfs:comment "Display name of the tag" .
+
+kb:autoGenerated a owl:DatatypeProperty ;
+    rdfs:domain kb:Tag ;
+    rdfs:range xsd:boolean ;
+    rdfs:comment "True for system-generated tags like bydate/" .
+
+# ============================================
+# DOCUMENT PROPERTIES
+# ============================================
+
+# Reuse standard properties where applicable
+kb:title rdfs:subPropertyOf dcterms:title ;
+    rdfs:domain kb:Document ;
+    rdfs:comment "Document title from front matter" .
+
+kb:created rdfs:subPropertyOf dcterms:created ;
+    rdfs:domain kb:Document ;
+    rdfs:range xsd:dateTime ;
+    rdfs:comment "Creation timestamp" .
+
+kb:filePath a owl:DatatypeProperty ;
+    rdfs:subPropertyOf dcterms:identifier ;
+    rdfs:domain kb:Document ;
+    rdfs:comment "Relative file path in the knowledge base" .
+
+kb:documentType a owl:DatatypeProperty ;
+    rdfs:domain kb:Document ;
+    rdfs:comment "The 'type' field from front matter" .
+
+kb:hasSection rdfs:subPropertyOf dcterms:hasPart ;
+    rdfs:domain kb:Document ;
+    rdfs:range kb:Section ;
+    rdfs:comment "Links document to its sections" .
+
+kb:hasTag a owl:ObjectProperty ;
+    rdfs:subPropertyOf dcterms:subject ;
+    rdfs:domain kb:Document ;
+    rdfs:range kb:Tag ;
+    rdfs:comment "Tags from front matter or inline" .
+
+# ============================================
+# SECTION PROPERTIES
+# ============================================
+
+kb:heading a owl:DatatypeProperty ;
+    rdfs:subPropertyOf dcterms:title ;
+    rdfs:domain kb:Section ;
+    rdfs:comment "Section heading text" .
+
+kb:headingLevel a owl:DatatypeProperty ;
+    rdfs:domain kb:Section ;
+    rdfs:range xsd:integer ;
+    rdfs:comment "Markdown heading level (1-6)" .
+
+kb:contains a owl:ObjectProperty ;
+    rdfs:subPropertyOf dcterms:hasPart ;
+    rdfs:domain kb:Section ;
+    rdfs:comment "Links, todos, and other content in section" .
+
+# ============================================
+# LINK PROPERTIES
+# ============================================
+
+kb:target a owl:ObjectProperty ;
+    rdfs:domain kb:WikiLink ;
+    rdfs:comment "Entity the link points to" .
+
+kb:linkText a owl:DatatypeProperty ;
+    rdfs:domain kb:WikiLink ;
+    rdfs:comment "The literal [[link text]]" .
+
+kb:inSection a owl:ObjectProperty ;
+    rdfs:domain kb:WikiLink ;
+    rdfs:range kb:Section ;
+    rdfs:comment "Section containing this link" .
+
+kb:surroundingText a owl:DatatypeProperty ;
+    rdfs:domain kb:WikiLink ;
+    rdfs:comment "Text context around the link" .
+
+# ============================================
+# TODO PROPERTIES
+# ============================================
+
+kb:isCompleted a owl:DatatypeProperty ;
+    rdfs:domain kb:TodoItem ;
+    rdfs:range xsd:boolean ;
+    rdfs:comment "Whether checkbox is checked" .
+
+kb:rawText a owl:DatatypeProperty ;
+    rdfs:domain kb:TodoItem ;
+    rdfs:comment "Original markdown text of todo" .
+
+kb:due a owl:DatatypeProperty ;
+    rdfs:subPropertyOf dcterms:date ;
+    rdfs:domain kb:Todo ;
+    rdfs:range xsd:date ;
+    rdfs:comment "Due date from [[due:: date]]" .
+
+kb:assignedTo a owl:ObjectProperty ;
+    rdfs:domain kb:Todo ;
+    rdfs:range kb:Person ;
+    rdfs:comment "Person responsible for todo" .
+
+kb:description a owl:DatatypeProperty ;
+    rdfs:domain kb:Todo ;
+    rdfs:comment "Todo description text" .
+
+# ============================================
+# ENTITY PROPERTIES
+# ============================================
+
+kb:isPlaceholder a owl:DatatypeProperty ;
+    rdfs:range xsd:boolean ;
+    rdfs:comment "True if entity has no dedicated document" .
+
+kb:describedBy a owl:ObjectProperty ;
+    owl:inverseOf kb:describes ;
+    rdfs:comment "Document that describes this entity" .
+
+kb:describes a owl:ObjectProperty ;
+    rdfs:domain kb:Document ;
+    rdfs:comment "Entity described by this document" .
+
+kb:mentionedIn a owl:ObjectProperty ;
+    rdfs:comment "Documents where entity is mentioned" .
+
+kb:mentionCount a owl:DatatypeProperty ;
+    rdfs:range xsd:integer ;
+    rdfs:comment "Number of times entity is mentioned" .
+
+# ============================================
+# MEETING PROPERTIES
+# ============================================
+
+kb:hasAttendee a owl:ObjectProperty ;
+    rdfs:subPropertyOf schema:attendee ;
+    rdfs:domain kb:Meeting ;
+    rdfs:range kb:Person ;
+    rdfs:comment "Person who attended the meeting" .
+
+kb:hasSpeaker a owl:ObjectProperty ;
+    rdfs:domain kb:Meeting ;
+    rdfs:range kb:Person ;
+    rdfs:comment "Person who spoke/presented" .
+
+kb:relatedToCompany a owl:ObjectProperty ;
+    rdfs:domain kb:Meeting ;
+    rdfs:range kb:Company ;
+    rdfs:comment "Company discussed or involved" .
+
+kb:meetingLocation a owl:ObjectProperty ;
+    rdfs:subPropertyOf schema:location ;
+    rdfs:domain kb:Meeting ;
+    rdfs:range kb:Place ;
+    rdfs:comment "Where the meeting took place" .
+
+# ============================================
+# RELATIONSHIP PROPERTIES
+# ============================================
+
+kb:hasRelationship a owl:ObjectProperty ;
+    rdfs:domain kb:Person ;
+    rdfs:range kb:Relationship .
+
+kb:withPerson a owl:ObjectProperty ;
+    rdfs:domain kb:Relationship ;
+    rdfs:range kb:Person .
+
+kb:relationshipStrength a owl:DatatypeProperty ;
+    rdfs:domain kb:Relationship ;
+    rdfs:range xsd:float ;
+    rdfs:comment "0.0 to 1.0 based on frequency/recency" .
+
+kb:lastInteraction a owl:DatatypeProperty ;
+    rdfs:domain kb:Relationship ;
+    rdfs:range xsd:date .
+
+kb:isStale a owl:DatatypeProperty ;
+    rdfs:domain kb:Relationship ;
+    rdfs:range xsd:boolean ;
+    rdfs:comment "True if no recent interaction" .
+
+kb:meetingCount a owl:DatatypeProperty ;
+    rdfs:domain kb:Relationship ;
+    rdfs:range xsd:integer .
+
+# Simple relationship properties (derived)
+kb:frequentlyMeetsWith rdfs:subPropertyOf rel:worksWith ;
+    rdfs:domain kb:Person ;
+    rdfs:range kb:Person ;
+    rdfs:comment "Meets at least monthly" .
+
+# ============================================
+# BOOK PROPERTIES (using Schema.org/Dublin Core)
+# ============================================
+
+kb:hasAuthor rdfs:subPropertyOf schema:author ;
+    rdfs:domain kb:Book ;
+    rdfs:range kb:Person ;
+    rdfs:comment "Book author (from [[book]] by [[author]] pattern)" .
+
+kb:isbn rdfs:subPropertyOf schema:isbn ;
+    rdfs:domain kb:Book ;
+    rdfs:comment "ISBN from front matter" .
+
+kb:publicationYear rdfs:subPropertyOf schema:datePublished ;
+    rdfs:domain kb:Book ;
+    rdfs:range xsd:integer ;
+    rdfs:comment "Year of publication" .
+
+kb:bookStatus a owl:DatatypeProperty ;
+    rdfs:domain kb:Book ;
+    rdfs:comment "reading, completed, to-read, abandoned" .
+
+kb:rating a owl:DatatypeProperty ;
+    rdfs:domain kb:Book ;
+    rdfs:range xsd:integer ;
+    rdfs:comment "Personal rating (1-5 stars)" .
+
+# ============================================
+# PLACE PROPERTIES (using Schema.org/GeoNames)
+# ============================================
+
+kb:locatedIn rdfs:subPropertyOf schema:containedInPlace ;
+    rdfs:domain kb:Place ;
+    rdfs:range kb:Place ;
+    rdfs:comment "Hierarchical location (city in country)" .
+
+kb:placeType a owl:DatatypeProperty ;
+    rdfs:domain kb:Place ;
+    rdfs:comment "city, country, venue, office, etc." .
+
+kb:visitedOn a owl:DatatypeProperty ;
+    rdfs:domain kb:Place ;
+    rdfs:range xsd:date ;
+    rdfs:comment "Dates when visited" .
+
+kb:coordinates rdfs:subPropertyOf schema:geo ;
+    rdfs:domain kb:Place ;
+    rdfs:comment "Geographic coordinates if known" .
+
+# ============================================
+# PROVENANCE PROPERTIES
+# ============================================
+
+kb:derivedFrom a owl:ObjectProperty ;
+    rdfs:subPropertyOf prov:wasDerivedFrom ;
+    rdfs:comment "Source document/link for inferred data" .
+
+kb:inferredAt a owl:DatatypeProperty ;
+    rdfs:subPropertyOf prov:generatedAtTime ;
+    rdfs:range xsd:dateTime ;
+    rdfs:comment "When this inference was made" .
+
+# ============================================
+# INFERENCE RULES (Conceptual)
+# ============================================
+
+kb:InferenceRule a owl:Class ;
+    rdfs:comment "Rules for deriving high-level facts" .
+
+kb:attendeeInference a kb:InferenceRule ;
+    rdfs:comment """
+    IF link appears in section with heading 'Attendees'
+    THEN document hasAttendee target-of-link
+    """ .
+
+kb:todoOwnerInference a kb:InferenceRule ;
+    rdfs:comment """
+    IF todo appears in 1on1-meeting document
+    THEN todo assignedTo attendee-of-meeting
+    """ .
+
+kb:relationshipStalenessInference a kb:InferenceRule ;
+    rdfs:comment """
+    IF relationship lastInteraction < 6-months-ago
+    THEN relationship isStale true
+    """ .