diff --git a/idx/file_to_keywords.json b/idx/file_to_keywords.json
index 156fd9b..0420684 100644
--- a/idx/file_to_keywords.json
+++ b/idx/file_to_keywords.json
@@ -1 +1 @@
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\ No newline at end of file
diff --git a/idx/keyword_to_files.json b/idx/keyword_to_files.json
index 4da147f..b53dfd0 100644
--- a/idx/keyword_to_files.json
+++ b/idx/keyword_to_files.json
@@ -1 +1 @@
-{"markdown": ["requirements.txt"], "directory": ["test.md"], "dynamo": ["distributed-systems/dynamo-db.md"], "storage": ["distributed-systems/dynamo-db.md", "distributed-systems/bigtable.md", "distributed-systems/consistency.md", "operating-systems/reference.md", "operating-systems/lecture-notes/io-systems-secondary-storage.md", "operating-systems/lecture-notes/file-systems.md", "operating-systems/v4-persistent-storage/13-files-and-directories.md", "designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "amazon": ["distributed-systems/dynamo-db.md"], "versioning": ["distributed-systems/dynamo-db.md", "distributed-systems/disconnected-operation.md"], "consistency": ["distributed-systems/dynamo-db.md", "distributed-systems/managing-critical-state.md", "distributed-systems/primary-backup.md", "distributed-systems/two-phase-commit.md", "distributed-systems/consistency.md", "ds-backup/managing-critical-state.md", "ds-backup/primary-backup.md", "designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md"], "synchronization": ["distributed-systems/disconnected-operation.md", "distributed-systems/ordering-events-in-distributed-systems.md", "ds-backup/ordering-events-in-distributed-systems.md", "operating-systems/v2-concurrency/5-synchronizing-access-to-shared-objects.md"], "cloud": ["distributed-systems/disconnected-operation.md"], "reconnection": ["distributed-systems/disconnected-operation.md"], "writes": ["distributed-systems/disconnected-operation.md", "distributed-systems/google-file-system.md"], "bigtable": ["distributed-systems/bigtable.md"], "mapreduce": ["distributed-systems/bigtable.md", "distributed-systems/managing-critical-state.md", "ds-backup/managing-critical-state.md", "machine-learning-for-big-data/intro-mapreduce-spark.md", "designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"], "database": ["distributed-systems/bigtable.md", "designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "locality": ["distributed-systems/bigtable.md"], "compiler": ["distributed-systems/RPC.md", "ds-backup/RPC.md"], "executes": ["distributed-systems/RPC.md", "ds-backup/RPC.md"], "rpc": ["distributed-systems/RPC.md", "ds-backup/RPC.md"], "tcp": ["distributed-systems/RPC.md", "ds-backup/RPC.md", "networks/5-application/HTTP.md", "networks/5-application/overview.md", "networks/4-transport/TCP.md", "networks/4-transport/ACK-clocking.md"], "nfs": ["distributed-systems/RPC.md", "ds-backup/RPC.md"], "paxos": ["distributed-systems/paxos-intro.md", "distributed-systems/non-blocking-two-phase-commit.md", "distributed-systems/load-balancing.md", "distributed-systems/paxos-made-simple.md", "distributed-systems/paxos-architecture.md", "ds-backup/paxos-intro.md", "ds-backup/paxos-made-simple.md"], "replication": ["distributed-systems/paxos-intro.md", "distributed-systems/managing-critical-state.md", "distributed-systems/primary-backup.md", "ds-backup/paxos-intro.md", "ds-backup/managing-critical-state.md", "ds-backup/primary-backup.md", "designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md"], "protocol": ["distributed-systems/paxos-intro.md", "ds-backup/paxos-intro.md", "networks/3-network/DHCP.md", "networks/3-network/motivation.md", "networks/3-network/BGP.md", "networks/2-direct-links/framing.md", "networks/4-transport/TCP.md"], "proposer": ["distributed-systems/paxos-intro.md", "ds-backup/paxos-intro.md"], "algorithm": ["distributed-systems/paxos-intro.md", "ds-backup/paxos-intro.md", "algorithms/BFS.md", "algorithms/greedy-algorithms.md", "tmp/pairing-algorithm.md", "signal-conditioning/lecture-notes/lecture-5.md", "algorithms/patterns/BFS.md", "algorithms/patterns/sliding-window.md", "algorithms/practice/4.md"], "clocks": ["distributed-systems/clocks.md", "ds-backup/clocks.md"], "latency": ["distributed-systems/clocks.md", "ds-backup/clocks.md", "networks/0-foundation/3-performance.md"], "ntp": ["distributed-systems/clocks.md", "ds-backup/clocks.md"], "synchronized": ["distributed-systems/clocks.md", "distributed-systems/paxos-architecture.md", "ds-backup/clocks.md"], "scheduling": ["distributed-systems/clocks.md", "ds-backup/clocks.md", "algorithms/bipartite-graphs.md", "algorithms/dynamic-programming.md", "algorithms/greedy-algorithms.md", "cheatsheets/algorithms/intervals.md", "operating-systems/lecture-notes/handle-tables.md", "operating-systems/v2-concurrency/7-queueing-theory.md", "operating-systems/v2-concurrency/7-uniprocessor-scheduling.md"], "distributed": ["distributed-systems/consistent-global-state.md", "distributed-systems/mutual-exclusion.md", "distributed-systems/distributed-cache-coherence.md", "ds-backup/consistent-global-state.md", "ds-backup/mutual-exclusion.md", "designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md", "designing-data-intensive-applications/part-2-distributed-data/preface.md"], "processes": ["distributed-systems/consistent-global-state.md", "ds-backup/consistent-global-state.md", "operating-systems/reference.md", "operating-systems/lecture-notes/processes.md", "operating-systems/lecture-notes/paging.md", "operating-systems/lecture-notes/windows-objects-handles-refcounts.md", "operating-systems/lecture-notes/components.md", "operating-systems/lecture-notes/page-faults.md", "operating-systems/lecture-notes/handle-tables.md", "operating-systems/lecture-notes/windows-memory-management.md", "operating-systems/v1-kernels-and-processes/2-the-kernel-abstraction.md", "operating-systems/v1-kernels-and-processes/1-introductions.md", "operating-systems/v1-kernels-and-processes/3-the-programming-interface.md", "operating-systems/section-notes/lab-3-questions.md", "operating-systems/v2-concurrency/7-queueing-theory.md", "operating-systems/v2-concurrency/4-concurrency-and-threads.md", "designing-data-intensive-applications/part-1-foundations-of-data-systems/ch1-reliable-scalable-and-maintainable-applications.md", "designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"], "communicate": ["distributed-systems/consistent-global-state.md", "ds-backup/consistent-global-state.md"], "observer": ["distributed-systems/consistent-global-state.md", "ds-backup/consistent-global-state.md"], "asynchronous": ["distributed-systems/consistent-global-state.md", "ds-backup/consistent-global-state.md"], "ordering": ["distributed-systems/ordering-events-in-distributed-systems.md", "distributed-systems/mutual-exclusion.md", "ds-backup/ordering-events-in-distributed-systems.md", "ds-backup/mutual-exclusion.md", "algorithms/DAGs.md"], "protocols": ["distributed-systems/ordering-events-in-distributed-systems.md", "ds-backup/ordering-events-in-distributed-systems.md", "networks/0-foundation/1-network-components-and-protocols.md", "networks/3-network/ARP.md", 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"designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md"], "acid": ["distributed-systems/managing-critical-state.md", "ds-backup/managing-critical-state.md"], "concurrently": ["distributed-systems/non-blocking-two-phase-commit.md"], "rpcs": ["distributed-systems/non-blocking-two-phase-commit.md"], "commit": ["distributed-systems/non-blocking-two-phase-commit.md", "distributed-systems/two-phase-commit.md"], "servers": ["distributed-systems/scaling-web-services.md", "ds-backup/scaling-web-services.md", "networks/5-application/CDNs.md"], "scalable": ["distributed-systems/scaling-web-services.md", "ds-backup/scaling-web-services.md", "designing-data-intensive-applications/part-1-foundations-of-data-systems/ch1-reliable-scalable-and-maintainable-applications.md", "designing-data-intensive-applications/part-2-distributed-data/preface.md"], "tier": ["distributed-systems/scaling-web-services.md", "ds-backup/scaling-web-services.md"], "microservices": ["distributed-systems/scaling-web-services.md", "ds-backup/scaling-web-services.md"], "architectures": ["distributed-systems/scaling-web-services.md", "distributed-systems/paxos-architecture.md", "ds-backup/scaling-web-services.md"], "shards": ["distributed-systems/sharding.md", "distributed-systems/load-balancing.md"], "hashing": ["distributed-systems/sharding.md"], "sharding": ["distributed-systems/sharding.md"], "buckets": ["distributed-systems/sharding.md"], "hotspots": ["distributed-systems/sharding.md"], "vms": ["distributed-systems/primary-backup.md", "ds-backup/primary-backup.md"], "redis": ["distributed-systems/primary-backup.md", "ds-backup/primary-backup.md"], "atomicity": ["distributed-systems/two-phase-commit.md"], "phase": ["distributed-systems/two-phase-commit.md", "cheatsheets/circuits/components.md"], "queueing": ["distributed-systems/load-balancing.md", "operating-systems/v2-concurrency/7-queueing-theory.md"], "utilization": ["distributed-systems/load-balancing.md", 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["operating-systems/lecture-notes/windows-rtz.md"], "bug": ["operating-systems/lecture-notes/windows-rtz.md"], "task_struct": ["operating-systems/lecture-notes/handle-tables.md"], "cpu": ["operating-systems/lecture-notes/handle-tables.md", "designing-data-intensive-applications/part-2-distributed-data/preface.md"], "maintained": ["operating-systems/lecture-notes/windows-memory-management.md"], "_processor": ["operating-systems/v1-kernels-and-processes/2-the-kernel-abstraction.md"], "executable": ["operating-systems/v1-kernels-and-processes/2-the-kernel-abstraction.md"], "kernel_open": ["operating-systems/v1-kernels-and-processes/2-the-kernel-abstraction.md"], "virtualization": ["operating-systems/v1-kernels-and-processes/1-introductions.md"], "syscalls": ["operating-systems/v1-kernels-and-processes/3-the-programming-interface.md"], "createprocess": ["operating-systems/v1-kernels-and-processes/3-the-programming-interface.md"], "fork": ["operating-systems/v1-kernels-and-processes/3-the-programming-interface.md"], "_interpreter_": ["operating-systems/v1-kernels-and-processes/3-the-programming-interface.md"], "malloc": ["operating-systems/section-notes/lab-3-questions.md"], "heap": ["operating-systems/section-notes/lab-3-questions.md"], "allocation": ["operating-systems/section-notes/lab-3-questions.md"], "shell": ["operating-systems/section-notes/lab-3-questions.md"], "gdb": ["operating-systems/section-notes/section-1.md"], "debugging": ["operating-systems/section-notes/section-1.md"], "pointer": ["operating-systems/section-notes/section-1.md"], "printf": ["operating-systems/section-notes/section-1.md"], "uninitialized": ["operating-systems/section-notes/section-1.md"], "filesystem": ["operating-systems/v4-persistent-storage/11-file-systems-overview.md"], "ntfs": ["operating-systems/v4-persistent-storage/11-file-systems-overview.md", "operating-systems/v4-persistent-storage/13-files-and-directories.md"], "file": ["operating-systems/v4-persistent-storage/11-file-systems-overview.md"], "dram": ["operating-systems/v4-persistent-storage/11-file-systems-overview.md"], "directory": ["operating-systems/v4-persistent-storage/13-files-and-directories.md"], "defragmentation": ["operating-systems/v4-persistent-storage/13-files-and-directories.md"], "arrival": ["operating-systems/v2-concurrency/7-queueing-theory.md"], "multiprocessor": ["operating-systems/v2-concurrency/7-multiprocessor-scheduling.md"], "hyperthreading": ["operating-systems/v2-concurrency/7-multiprocessor-scheduling.md"], "mfqs": ["operating-systems/v2-concurrency/7-multiprocessor-scheduling.md"], "concurrentqueue": ["operating-systems/v2-concurrency/5-synchronizing-access-to-shared-objects.md"], "wait_lock": ["operating-systems/v2-concurrency/5-synchronizing-access-to-shared-objects.md"], "lock": ["operating-systems/v2-concurrency/5-synchronizing-access-to-shared-objects.md"], "atomic_t": ["operating-systems/v2-concurrency/5-synchronizing-access-to-shared-objects.md"], "multithreading": ["operating-systems/v2-concurrency/4-concurrency-and-threads.md", "operating-systems/v2-concurrency/7-uniprocessor-scheduling.md"], "thread_yield": ["operating-systems/v2-concurrency/4-concurrency-and-threads.md"], "uniprocessor": ["operating-systems/v2-concurrency/7-uniprocessor-scheduling.md"], "fifo": ["operating-systems/v2-concurrency/7-uniprocessor-scheduling.md"], "dimension_in": ["tmp/bench/spec.md"], "lisp": ["tmp/bench/spec.md"], "sweccathon": ["tmp/bench/spec.md"], "argv_1": ["tmp/bench/spec.md"], "benchmarking": ["tmp/bench/spec.md"], "maintainability": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch1-reliable-scalable-and-maintainable-applications.md"], "serialized": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch4-encoding-and-evolution.md"], "encoding": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch4-encoding-and-evolution.md"], "schema": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch4-encoding-and-evolution.md"], "relational": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "nosql": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "mongodb": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "vertex_id": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "index": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "log": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "olap": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "syncronous": ["designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md"], "vm": ["designing-data-intensive-applications/part-2-distributed-data/preface.md"], "batch": ["designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"], "pipeline": ["designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"]}
\ No newline at end of file
diff --git a/scripts/keywords.py b/scripts/keywords.py
index 6056dd8..15570cc 100644
--- a/scripts/keywords.py
+++ b/scripts/keywords.py
@@ -2,12 +2,13 @@
 import string
 import nltk
 
+from nltk.stem import WordNetLemmatizer
 from typing import List
 from pathlib import Path
 from keybert import KeyBERT
 
 nltk.download("stopwords")
-
+nltk.download('wordnet')
 
 class DataReader:
     def __init__(self, root_dir: str = "."):
@@ -83,6 +84,21 @@ def get_kw_path_map(files: List[Path], model: KeyBERT) -> dict:
 
     return keyword_map
 
+def deduplicate(file_to_keywords: dict) -> dict:
+    wnl = WordNetLemmatizer()
+    deduped = {}
+    dedup_count = 0
+    for f, kws in file_to_keywords.items():
+        deduped[f] = []
+        for kw, acc in kws:
+            stem = wnl.lemmatize(kw)
+            if stem != kw:
+                print('stem', stem, 'kw', kw)
+                dedup_count += 1
+            if stem not in deduped[f]:
+                deduped[f].append((stem, acc))
+    print('dedup count', dedup_count)
+    return deduped
 
 def aggregate(file_to_keywords: dict) -> dict:
     keyword_to_files = {}
@@ -110,7 +126,7 @@ def write_idx_to_json_file(idx: dict, output_path: Path):
     files = reader.read_files()
     model = KeyBERT()
 
-    file_to_kw = get_kw_path_map(files, model)
+    file_to_kw = deduplicate(get_kw_path_map(files, model))
     kw_to_file = aggregate(file_to_kw)
     write_idx_to_json_file(file_to_kw, Path("idx/file_to_keywords.json"))
     write_idx_to_json_file(kw_to_file, Path("idx/keyword_to_files.json"))
diff --git a/scripts/simple.md b/scripts/simple.md
deleted file mode 100644
index ea3e045..0000000
--- a/scripts/simple.md
+++ /dev/null
@@ -1,15 +0,0 @@
-# L1 Title
-
-L1 content
-
-## L2 Title
-
-L2 content
-
-### L3 Title
-
-L3 content
-
-#### L4 Title
-
-L4 content
\ No newline at end of file
diff --git a/site/categories/algorithm analysis.html b/site/categories/algorithm analysis.html
index 90d1931..398936e 100644
--- a/site/categories/algorithm analysis.html	
+++ b/site/categories/algorithm analysis.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Algorithm Analysis</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/algorithms.html b/site/categories/algorithms.html
index 2379615..4c85673 100644
--- a/site/categories/algorithms.html
+++ b/site/categories/algorithms.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: algorithms</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/computer science.html b/site/categories/computer science.html
index 512dca2..017bc8a 100644
--- a/site/categories/computer science.html	
+++ b/site/categories/computer science.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Computer Science</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/database design.html b/site/categories/database design.html
index 2eec663..69fa0ab 100644
--- a/site/categories/database design.html	
+++ b/site/categories/database design.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Database Design</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/database systems.html b/site/categories/database systems.html
index 6152d7a..8dc7352 100644
--- a/site/categories/database systems.html	
+++ b/site/categories/database systems.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Database Systems</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/distributed systems.html b/site/categories/distributed systems.html
index 9279e6f..2a015ff 100644
--- a/site/categories/distributed systems.html	
+++ b/site/categories/distributed systems.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Distributed Systems</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/graph theory.html b/site/categories/graph theory.html
index 759be9b..5c33c73 100644
--- a/site/categories/graph theory.html	
+++ b/site/categories/graph theory.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Graph Theory</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/index.html b/site/categories/index.html
index 8aef1f2..48b272f 100644
--- a/site/categories/index.html
+++ b/site/categories/index.html
@@ -182,7 +182,7 @@
         </div>
         <h1>Categories</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/mathematics.html b/site/categories/mathematics.html
index 7bc6345..649cdb7 100644
--- a/site/categories/mathematics.html
+++ b/site/categories/mathematics.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Mathematics</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/operations research.html b/site/categories/operations research.html
index c99c095..c978ef5 100644
--- a/site/categories/operations research.html	
+++ b/site/categories/operations research.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Operations Research</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/research.html b/site/categories/research.html
index 319c101..c7b381e 100644
--- a/site/categories/research.html
+++ b/site/categories/research.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: research</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/software engineering.html b/site/categories/software engineering.html
index 572409d..199f641 100644
--- a/site/categories/software engineering.html	
+++ b/site/categories/software engineering.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: Software Engineering</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/categories/system-design.html b/site/categories/system-design.html
index db0323d..16bb128 100644
--- a/site/categories/system-design.html
+++ b/site/categories/system-design.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Category: system-design</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/idx/file_to_keywords.json b/site/idx/file_to_keywords.json
index 156fd9b..0420684 100644
--- a/site/idx/file_to_keywords.json
+++ b/site/idx/file_to_keywords.json
@@ -1 +1 @@
-{"requirements.txt": [["markdown", 1.0]], "test.md": [["directory", 0.7531]], "distributed-systems/dynamo-db.md": [["dynamo", 0.4902], ["storage", 0.4294], ["amazon", 0.3672], ["versioning", 0.3414], ["consistency", 0.2888]], "distributed-systems/disconnected-operation.md": [["synchronization", 0.4542], ["cloud", 0.3663], ["reconnection", 0.3533], ["versioning", 0.3343], ["writes", 0.3293]], "distributed-systems/bigtable.md": [["bigtable", 0.5412], ["mapreduce", 0.4804], ["storage", 0.4401], ["database", 0.3543], ["locality", 0.2955]], "distributed-systems/RPC.md": [["compiler", 0.3408], ["executes", 0.3339], ["rpc", 0.3243], ["tcp", 0.3176], ["nfs", 0.3108]], "distributed-systems/paxos-intro.md": [["paxos", 0.535], ["replication", 0.4036], ["protocol", 0.3413], ["proposer", 0.3117], ["algorithm", 0.3044]], "distributed-systems/clocks.md": [["clocks", 0.5469], ["latency", 0.49], ["ntp", 0.4015], ["synchronized", 0.3572], ["scheduling", 0.3458]], "distributed-systems/consistent-global-state.md": [["distributed", 0.477], ["processes", 0.3502], ["communicate", 0.3423], ["observer", 0.3402], ["asynchronous", 0.3233]], "distributed-systems/ordering-events-in-distributed-systems.md": [["ordering", 0.438], ["synchronization", 0.419], ["protocols", 0.3675], ["events", 0.3661], ["transitive", 0.3556]], "distributed-systems/mutual-exclusion.md": [["queue", 0.466], ["locking", 0.3798], ["distributed", 0.361], ["exclusion", 0.3354], ["ordering", 0.2852]], "distributed-systems/managing-critical-state.md": [["availability", 0.4744], ["consistency", 0.4555], ["replication", 0.4459], ["mapreduce", 0.3795], ["acid", 0.2994]], "distributed-systems/non-blocking-two-phase-commit.md": [["locking", 0.4176], ["concurrently", 0.4075], ["rpcs", 0.3862], ["paxos", 0.3762], ["commit", 0.3353]], "distributed-systems/scaling-web-services.md": [["servers", 0.4431], ["scalable", 0.4266], ["tier", 0.424], ["microservices", 0.3577], ["architectures", 0.3545]], "distributed-systems/sharding.md": [["shards", 0.494], ["hashing", 0.4583], ["sharding", 0.4205], ["buckets", 0.3689], ["hotspots", 0.2619]], "distributed-systems/primary-backup.md": [["replication", 0.5389], ["availability", 0.4884], ["consistency", 0.3964], ["vms", 0.3926], ["redis", 0.355]], "distributed-systems/two-phase-commit.md": [["locking", 0.4], ["commit", 0.3831], ["consistency", 0.3553], ["atomicity", 0.3455], ["phase", 0.3169]], "distributed-systems/load-balancing.md": [["paxos", 0.4446], ["queueing", 0.4206], ["utilization", 0.361], ["shards", 0.351], ["scaling", 0.3257]], "distributed-systems/paxos-made-simple.md": [["paxos", 0.4603], ["consensus", 0.3711], ["p1a", 0.3458], ["proposers", 0.3263], ["nodes", 0.3086]], "distributed-systems/google-file-system.md": [["filesystems", 0.5367], ["gfs", 0.5088], ["concurrency", 0.3567], ["workloads", 0.3519], ["writes", 0.3345]], "distributed-systems/distributed-cache-coherence.md": [["caching", 0.5308], ["distributed", 0.3876], ["maintaining", 0.3788], ["leases", 0.367], ["linearizable", 0.2866]], "distributed-systems/paxos-architecture.md": [["paxos", 0.5411], ["leases", 0.3247], ["overhead", 0.2923], ["architectures", 0.2855], ["synchronized", 0.229]], "distributed-systems/consistency.md": [["consistency", 0.5472], ["concurrency", 0.4489], ["serializability", 0.293], ["storage", 0.2776], ["kv", 0.2253]], "ds-backup/RPC.md": [["compiler", 0.3408], ["executes", 0.3339], ["rpc", 0.3243], ["tcp", 0.3176], ["nfs", 0.3108]], "ds-backup/paxos-intro.md": [["paxos", 0.535], ["replication", 0.4036], ["protocol", 0.3413], ["proposer", 0.3117], ["algorithm", 0.3044]], "ds-backup/clocks.md": [["clocks", 0.5469], ["latency", 0.49], ["ntp", 0.4015], ["synchronized", 0.3572], ["scheduling", 0.3458]], "ds-backup/consistent-global-state.md": [["distributed", 0.477], ["processes", 0.3502], ["communicate", 0.3423], ["observer", 0.3402], ["asynchronous", 0.3233]], "ds-backup/ordering-events-in-distributed-systems.md": [["ordering", 0.438], ["synchronization", 0.419], ["protocols", 0.3675], ["events", 0.3661], ["transitive", 0.3556]], "ds-backup/mutual-exclusion.md": [["queue", 0.466], ["locking", 0.3798], ["distributed", 0.361], ["exclusion", 0.3354], ["ordering", 0.2852]], "ds-backup/managing-critical-state.md": [["availability", 0.4744], ["consistency", 0.4555], ["replication", 0.4459], ["mapreduce", 0.3795], ["acid", 0.2994]], "ds-backup/scaling-web-services.md": [["servers", 0.4431], ["scalable", 0.4266], ["tier", 0.424], ["microservices", 0.3577], ["architectures", 0.3545]], "ds-backup/primary-backup.md": [["replication", 0.5389], ["availability", 0.4884], ["consistency", 0.3964], ["vms", 0.3926], ["redis", 0.355]], "ds-backup/paxos-made-simple.md": [["paxos", 0.4603], ["consensus", 0.3711], ["p1a", 0.3458], ["proposers", 0.3263], ["nodes", 0.3086]], "digital-design/karnaugh-maps.md": [["verilog", 0.4887], ["karnaugh", 0.3782], ["adjacencies", 0.3006], ["trigger", 0.2939], ["map", 0.2869]], 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index 4da147f..b53dfd0 100644
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["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch4-encoding-and-evolution.md"], "schema": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch4-encoding-and-evolution.md"], "relational": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "nosql": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "mongodb": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "vertex_id": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch2-data-models-and-query-languages.md"], "index": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "log": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "olap": ["designing-data-intensive-applications/part-1-foundations-of-data-systems/ch3-storage-and-retrieval.md"], "syncronous": ["designing-data-intensive-applications/part-2-distributed-data/ch5-replication.md"], "vm": ["designing-data-intensive-applications/part-2-distributed-data/preface.md"], "batch": ["designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"], "pipeline": ["designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"]}
\ No newline at end of file
diff --git a/site/index.html b/site/index.html
index f229ad0..6d476cb 100644
--- a/site/index.html
+++ b/site/index.html
@@ -182,14 +182,14 @@
         </div>
         <h1></h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
             
             <div class="landing-stats">
                 <div class="stat-item">
-                    <span class="stat-value">152</span>
+                    <span class="stat-value">151</span>
                     <span class="stat-label">Notes</span>
                 </div>
                 <div class="stat-item">
diff --git a/site/scripts/keywords.py b/site/scripts/keywords.py
index 6056dd8..15570cc 100644
--- a/site/scripts/keywords.py
+++ b/site/scripts/keywords.py
@@ -2,12 +2,13 @@
 import string
 import nltk
 
+from nltk.stem import WordNetLemmatizer
 from typing import List
 from pathlib import Path
 from keybert import KeyBERT
 
 nltk.download("stopwords")
-
+nltk.download('wordnet')
 
 class DataReader:
     def __init__(self, root_dir: str = "."):
@@ -83,6 +84,21 @@ def get_kw_path_map(files: List[Path], model: KeyBERT) -> dict:
 
     return keyword_map
 
+def deduplicate(file_to_keywords: dict) -> dict:
+    wnl = WordNetLemmatizer()
+    deduped = {}
+    dedup_count = 0
+    for f, kws in file_to_keywords.items():
+        deduped[f] = []
+        for kw, acc in kws:
+            stem = wnl.lemmatize(kw)
+            if stem != kw:
+                print('stem', stem, 'kw', kw)
+                dedup_count += 1
+            if stem not in deduped[f]:
+                deduped[f].append((stem, acc))
+    print('dedup count', dedup_count)
+    return deduped
 
 def aggregate(file_to_keywords: dict) -> dict:
     keyword_to_files = {}
@@ -110,7 +126,7 @@ def write_idx_to_json_file(idx: dict, output_path: Path):
     files = reader.read_files()
     model = KeyBERT()
 
-    file_to_kw = get_kw_path_map(files, model)
+    file_to_kw = deduplicate(get_kw_path_map(files, model))
     kw_to_file = aggregate(file_to_kw)
     write_idx_to_json_file(file_to_kw, Path("idx/file_to_keywords.json"))
     write_idx_to_json_file(kw_to_file, Path("idx/keyword_to_files.json"))
diff --git a/site/scripts/simple.html b/site/scripts/simple.html
deleted file mode 100644
index bb73347..0000000
--- a/site/scripts/simple.html
+++ /dev/null
@@ -1,202 +0,0 @@
-<!DOCTYPE html>
-<html lang="en">
-<head>
-    <meta charset="UTF-8">
-    <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Simple</title>
-    
-    <style>
-        :root {
-            --text-color: #1a1a1a;
-            --background-color: #ffffff;
-            --accent-color: #2563eb;
-            --border-color: #e5e7eb;
-            --nav-background: rgba(255, 255, 255, 0.95);
-        }
-
-        @media (prefers-color-scheme: dark) {
-            :root {
-                --text-color: #f3f4f6;
-                --background-color: #1a1a1a;
-                --accent-color: #60a5fa;
-                --border-color: #374151;
-                --nav-background: rgba(26, 26, 26, 0.95);
-            }
-        }
-
-        body {
-            font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
-            line-height: 1.6;
-            max-width: 50rem;
-            margin: 0 auto;
-            padding: 2rem;
-            color: var(--text-color);
-            background: var(--background-color);
-        }
-
-        nav {
-            position: sticky;
-            top: 0;
-            background: var(--nav-background);
-            backdrop-filter: blur(10px);
-            border-bottom: 1px solid var(--border-color);
-            padding: 1rem 0;
-            margin-bottom: 2rem;
-            display: flex;
-            flex-wrap: wrap;
-            gap: 1rem;
-            z-index: 1000;
-        }
-
-        nav a {
-            color: var(--accent-color);
-            text-decoration: none;
-            padding: 0.5rem 1rem;
-            border-radius: 4px;
-            transition: background-color 0.2s;
-        }
-
-        nav a:hover {
-            background-color: var(--border-color);
-        }
-
-        .breadcrumbs {
-            margin-bottom: 2rem;
-            color: var(--text-color);
-            opacity: 0.8;
-        }
-
-        .breadcrumbs a {
-            color: var(--accent-color);
-            text-decoration: none;
-        }
-
-        .content {
-            margin-top: 2rem;
-        }
-
-        h1, h2, h3, h4, h5, h6 {
-            margin-top: 2rem;
-            margin-bottom: 1rem;
-            line-height: 1.3;
-        }
-
-        code {
-            background: var(--border-color);
-            padding: 0.2rem 0.4rem;
-            border-radius: 3px;
-            font-size: 0.9em;
-            font-family: 'SFMono-Regular', Consolas, 'Liberation Mono', Menlo, Courier, monospace;
-        }
-
-        pre {
-            background: var(--border-color);
-            padding: 1rem;
-            border-radius: 4px;
-            overflow-x: auto;
-            margin: 1.5rem 0;
-        }
-
-        pre code {
-            background: none;
-            padding: 0;
-            border-radius: 0;
-        }
-
-        img {
-            max-width: 100%;
-            height: auto;
-            border-radius: 4px;
-            margin: 1.5rem 0;
-        }
-
-        .meta {
-            color: var(--text-color);
-            opacity: 0.8;
-            font-size: 0.9em;
-            margin-bottom: 2rem;
-            display: flex;
-            flex-wrap: wrap;
-            gap: 1rem;
-        }
-
-        .tags {
-            margin-top: 2rem;
-            padding-top: 1rem;
-            border-top: 1px solid var(--border-color);
-        }
-
-        .tags a {
-            display: inline-block;
-            background: var(--border-color);
-            color: var(--text-color);
-            padding: 0.2rem 0.6rem;
-            border-radius: 3px;
-            text-decoration: none;
-            font-size: 0.9em;
-            margin-right: 0.5rem;
-            margin-bottom: 0.5rem;
-        }
-
-        .tags a:hover {
-            background: var(--accent-color);
-            color: white;
-        }
-
-        a {
-            color: #3391ff;
-        }
-
-        table {
-            width: 100%;
-            border-collapse: collapse;
-            margin: 1.5rem 0;
-        }
-
-        th, td {
-            padding: 0.75rem;
-            border: 1px solid var(--border-color);
-        }
-
-        th {
-            background: var(--border-color);
-        }
-
-        blockquote {
-            margin: 1.5rem 0;
-            padding-left: 1rem;
-            border-left: 4px solid var(--accent-color);
-            color: var(--text-color);
-            opacity: 0.8;
-        }
-    </style>
-</head>
-<body>
-    <nav>
-        <a href="/index.html">Home</a>
-<a href="/categories/index.html">Categories</a>
-<a href="/tags/index.html">Tags</a>
-    </nav>
-    <main>
-        <div class="breadcrumbs">
-            <a href="/index.html">Home</a> » Simple
-        </div>
-        <h1>Simple</h1>
-        <div class="meta">
-            <span>Last modified: 2024-03-04</span>
-            
-        </div>
-        <div class="content">
-            <h1 id="l1-title">L1 Title</h1>
-<p>L1 content</p>
-<h2 id="l2-title">L2 Title</h2>
-<p>L2 content</p>
-<h3 id="l3-title">L3 Title</h3>
-<p>L3 content</p>
-<h4 id="l4-title">L4 Title</h4>
-<p>L4 content</p>
-        </div>
-        
-    </main>
-</body>
-</html>
\ No newline at end of file
diff --git a/site/tags/acyclic graphs.html b/site/tags/acyclic graphs.html
index 77b005c..7f11aa4 100644
--- a/site/tags/acyclic graphs.html	
+++ b/site/tags/acyclic graphs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: acyclic graphs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/algorithm-analysis.html b/site/tags/algorithm-analysis.html
index 9aec325..8472d43 100644
--- a/site/tags/algorithm-analysis.html
+++ b/site/tags/algorithm-analysis.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: algorithm-analysis</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/algorithm.html b/site/tags/algorithm.html
index 6084a60..a182f6a 100644
--- a/site/tags/algorithm.html
+++ b/site/tags/algorithm.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: algorithm</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/algorithms.html b/site/tags/algorithms.html
index 022e28f..3c56431 100644
--- a/site/tags/algorithms.html
+++ b/site/tags/algorithms.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: algorithms</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/approximation.html b/site/tags/approximation.html
index 373341e..8d6bc66 100644
--- a/site/tags/approximation.html
+++ b/site/tags/approximation.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: approximation</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/asymptotic notation.html b/site/tags/asymptotic notation.html
index 7b81868..5150716 100644
--- a/site/tags/asymptotic notation.html	
+++ b/site/tags/asymptotic notation.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: asymptotic notation</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/batch processing.html b/site/tags/batch processing.html
index 8e5a91e..b5c6249 100644
--- a/site/tags/batch processing.html	
+++ b/site/tags/batch processing.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: batch processing</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/bipartite graphs.html b/site/tags/bipartite graphs.html
index 6d483f9..81884ce 100644
--- a/site/tags/bipartite graphs.html	
+++ b/site/tags/bipartite graphs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: bipartite graphs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/bipartite matching.html b/site/tags/bipartite matching.html
index 651c959..79d825b 100644
--- a/site/tags/bipartite matching.html	
+++ b/site/tags/bipartite matching.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: bipartite matching</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/breadth-first search.html b/site/tags/breadth-first search.html
index f0c9e63..83628e4 100644
--- a/site/tags/breadth-first search.html	
+++ b/site/tags/breadth-first search.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: breadth-first search</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/caching.html b/site/tags/caching.html
index 44a6821..1e5b851 100644
--- a/site/tags/caching.html
+++ b/site/tags/caching.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: caching</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/column-oriented storage.html b/site/tags/column-oriented storage.html
index ef0ddad..426197b 100644
--- a/site/tags/column-oriented storage.html	
+++ b/site/tags/column-oriented storage.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: column-oriented storage</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/compatibility.html b/site/tags/compatibility.html
index 3b8996c..e091142 100644
--- a/site/tags/compatibility.html
+++ b/site/tags/compatibility.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: compatibility</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/complexity analysis.html b/site/tags/complexity analysis.html
index ffa2f6b..508b14d 100644
--- a/site/tags/complexity analysis.html	
+++ b/site/tags/complexity analysis.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: complexity analysis</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/complexity-analysis.html b/site/tags/complexity-analysis.html
index c54a464..aac14ff 100644
--- a/site/tags/complexity-analysis.html
+++ b/site/tags/complexity-analysis.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: complexity-analysis</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/connected components.html b/site/tags/connected components.html
index 3d24049..8c27f51 100644
--- a/site/tags/connected components.html	
+++ b/site/tags/connected components.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: connected components</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/connected graphs.html b/site/tags/connected graphs.html
index 9021c5a..38f072f 100644
--- a/site/tags/connected graphs.html	
+++ b/site/tags/connected graphs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: connected graphs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data analysis.html b/site/tags/data analysis.html
index b55ba70..8e11cac 100644
--- a/site/tags/data analysis.html	
+++ b/site/tags/data analysis.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data analysis</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data modeling.html b/site/tags/data modeling.html
index 7a755c5..3d15c71 100644
--- a/site/tags/data modeling.html	
+++ b/site/tags/data modeling.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data modeling</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data replication.html b/site/tags/data replication.html
index a851ac9..0f2216e 100644
--- a/site/tags/data replication.html	
+++ b/site/tags/data replication.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data replication</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data serialization.html b/site/tags/data serialization.html
index 6422f40..da3631d 100644
--- a/site/tags/data serialization.html	
+++ b/site/tags/data serialization.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data serialization</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data structures.html b/site/tags/data structures.html
index 953cb45..7a08ed3 100644
--- a/site/tags/data structures.html	
+++ b/site/tags/data structures.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data structures</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/data systems.html b/site/tags/data systems.html
index 9867fbb..5f0e647 100644
--- a/site/tags/data systems.html	
+++ b/site/tags/data systems.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: data systems</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/depth first search.html b/site/tags/depth first search.html
index c1e6b6f..066b415 100644
--- a/site/tags/depth first search.html	
+++ b/site/tags/depth first search.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: depth first search</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/depth-first search.html b/site/tags/depth-first search.html
index 6f8fe78..4574c90 100644
--- a/site/tags/depth-first search.html	
+++ b/site/tags/depth-first search.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: depth-first search</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/distributed filesystems.html b/site/tags/distributed filesystems.html
index 478a47c..05cfdfe 100644
--- a/site/tags/distributed filesystems.html	
+++ b/site/tags/distributed filesystems.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: distributed filesystems</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/document databases.html b/site/tags/document databases.html
index e1c2afb..b19ce9a 100644
--- a/site/tags/document databases.html	
+++ b/site/tags/document databases.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: document databases</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/dynamic-programming.html b/site/tags/dynamic-programming.html
index 625c78b..b02fb55 100644
--- a/site/tags/dynamic-programming.html
+++ b/site/tags/dynamic-programming.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: dynamic-programming</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/efficiency.html b/site/tags/efficiency.html
index 2592d76..90f5460 100644
--- a/site/tags/efficiency.html
+++ b/site/tags/efficiency.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: efficiency</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/encoding formats.html b/site/tags/encoding formats.html
index 12b91fa..8146534 100644
--- a/site/tags/encoding formats.html	
+++ b/site/tags/encoding formats.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: encoding formats</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/etl.html b/site/tags/etl.html
index 70869ca..ddd961a 100644
--- a/site/tags/etl.html
+++ b/site/tags/etl.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: etl</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/failover.html b/site/tags/failover.html
index 70a30e3..91925ea 100644
--- a/site/tags/failover.html
+++ b/site/tags/failover.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: failover</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/ford-fulkerson algorithm.html b/site/tags/ford-fulkerson algorithm.html
index 53319fe..3b02b7e 100644
--- a/site/tags/ford-fulkerson algorithm.html	
+++ b/site/tags/ford-fulkerson algorithm.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: ford-fulkerson algorithm</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/gale-shapley.html b/site/tags/gale-shapley.html
index 1971742..ffe60f6 100644
--- a/site/tags/gale-shapley.html
+++ b/site/tags/gale-shapley.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: gale-shapley</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph coloring.html b/site/tags/graph coloring.html
index bfd4294..b8a9fd9 100644
--- a/site/tags/graph coloring.html	
+++ b/site/tags/graph coloring.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph coloring</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph databases.html b/site/tags/graph databases.html
index 1498500..fdfe813 100644
--- a/site/tags/graph databases.html	
+++ b/site/tags/graph databases.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph databases</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph fundamentals.html b/site/tags/graph fundamentals.html
index d8f80a9..2707864 100644
--- a/site/tags/graph fundamentals.html	
+++ b/site/tags/graph fundamentals.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph fundamentals</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph properties.html b/site/tags/graph properties.html
index f185925..68fe57c 100644
--- a/site/tags/graph properties.html	
+++ b/site/tags/graph properties.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph properties</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph representation.html b/site/tags/graph representation.html
index 474335c..7dc9b8c 100644
--- a/site/tags/graph representation.html	
+++ b/site/tags/graph representation.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph representation</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph theory.html b/site/tags/graph theory.html
index 613b978..e3b8bb8 100644
--- a/site/tags/graph theory.html	
+++ b/site/tags/graph theory.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph theory</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph traversal.html b/site/tags/graph traversal.html
index facc577..4816427 100644
--- a/site/tags/graph traversal.html	
+++ b/site/tags/graph traversal.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph traversal</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph-theory.html b/site/tags/graph-theory.html
index 85d57d3..56c359a 100644
--- a/site/tags/graph-theory.html
+++ b/site/tags/graph-theory.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph-theory</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph-traversal.html b/site/tags/graph-traversal.html
index da89004..70179d1 100644
--- a/site/tags/graph-traversal.html
+++ b/site/tags/graph-traversal.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph-traversal</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/graph.html b/site/tags/graph.html
index 57236e4..d51b415 100644
--- a/site/tags/graph.html
+++ b/site/tags/graph.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: graph</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/greedy-algorithms.html b/site/tags/greedy-algorithms.html
index 80ec241..10d1299 100644
--- a/site/tags/greedy-algorithms.html
+++ b/site/tags/greedy-algorithms.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: greedy-algorithms</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/independent set.html b/site/tags/independent set.html
index 9edbcda..0e5a9ff 100644
--- a/site/tags/independent set.html	
+++ b/site/tags/independent set.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: independent set</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/index.html b/site/tags/index.html
index dcabb34..bb3e527 100644
--- a/site/tags/index.html
+++ b/site/tags/index.html
@@ -182,7 +182,7 @@
         </div>
         <h1>Tags</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/indexing.html b/site/tags/indexing.html
index 01f2bb5..006c580 100644
--- a/site/tags/indexing.html
+++ b/site/tags/indexing.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: indexing</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/induction proofs.html b/site/tags/induction proofs.html
index cca44b5..1a5a112 100644
--- a/site/tags/induction proofs.html	
+++ b/site/tags/induction proofs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: induction proofs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/induction.html b/site/tags/induction.html
index 1d2ccfb..fe5dc95 100644
--- a/site/tags/induction.html
+++ b/site/tags/induction.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: induction</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/interval.html b/site/tags/interval.html
index 7f314d0..b260a28 100644
--- a/site/tags/interval.html
+++ b/site/tags/interval.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: interval</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/leader-follower model.html b/site/tags/leader-follower model.html
index cacf73e..5991d81 100644
--- a/site/tags/leader-follower model.html	
+++ b/site/tags/leader-follower model.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: leader-follower model</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/linear programs.html b/site/tags/linear programs.html
index 8991612..fd0ad32 100644
--- a/site/tags/linear programs.html	
+++ b/site/tags/linear programs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: linear programs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/linear systems.html b/site/tags/linear systems.html
index b199d69..607e77f 100644
--- a/site/tags/linear systems.html	
+++ b/site/tags/linear systems.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: linear systems</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/maintainability.html b/site/tags/maintainability.html
index 784905f..5d3c881 100644
--- a/site/tags/maintainability.html
+++ b/site/tags/maintainability.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: maintainability</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/mapreduce.html b/site/tags/mapreduce.html
index 0c625eb..6f8e5a1 100644
--- a/site/tags/mapreduce.html
+++ b/site/tags/mapreduce.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: mapreduce</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/matching.html b/site/tags/matching.html
index 7a1f1aa..74a609b 100644
--- a/site/tags/matching.html
+++ b/site/tags/matching.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: matching</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/max flow min cut.html b/site/tags/max flow min cut.html
index 25f146a..a0cf314 100644
--- a/site/tags/max flow min cut.html	
+++ b/site/tags/max flow min cut.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: max flow min cut</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/message passing.html b/site/tags/message passing.html
index a1a81a5..23e123f 100644
--- a/site/tags/message passing.html	
+++ b/site/tags/message passing.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: message passing</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/meta.html b/site/tags/meta.html
index 7b847de..022cc78 100644
--- a/site/tags/meta.html
+++ b/site/tags/meta.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: meta</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/odd cycles.html b/site/tags/odd cycles.html
index 5b082ba..801b6e4 100644
--- a/site/tags/odd cycles.html	
+++ b/site/tags/odd cycles.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: odd cycles</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/oltp vs olap.html b/site/tags/oltp vs olap.html
index d8cd461..adac100 100644
--- a/site/tags/oltp vs olap.html	
+++ b/site/tags/oltp vs olap.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: oltp vs olap</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/optimization.html b/site/tags/optimization.html
index 6838d4e..1340bbe 100644
--- a/site/tags/optimization.html
+++ b/site/tags/optimization.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: optimization</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/paper.html b/site/tags/paper.html
index 1bb30d6..28fe8ed 100644
--- a/site/tags/paper.html
+++ b/site/tags/paper.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: paper</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/partitioning.html b/site/tags/partitioning.html
index 313c63f..f7963fa 100644
--- a/site/tags/partitioning.html
+++ b/site/tags/partitioning.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: partitioning</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/performance.html b/site/tags/performance.html
index b1d0465..9b3e06a 100644
--- a/site/tags/performance.html
+++ b/site/tags/performance.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: performance</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/pigeonhole principle.html b/site/tags/pigeonhole principle.html
index 54e5b09..b26d121 100644
--- a/site/tags/pigeonhole principle.html	
+++ b/site/tags/pigeonhole principle.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: pigeonhole principle</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/problem-solving.html b/site/tags/problem-solving.html
index 974e7ef..40d3ccb 100644
--- a/site/tags/problem-solving.html
+++ b/site/tags/problem-solving.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: problem-solving</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/proof techniques.html b/site/tags/proof techniques.html
index 7718799..f07aba0 100644
--- a/site/tags/proof techniques.html	
+++ b/site/tags/proof techniques.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: proof techniques</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/query languages.html b/site/tags/query languages.html
index a8ed4e0..43fb1d0 100644
--- a/site/tags/query languages.html	
+++ b/site/tags/query languages.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: query languages</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/relational databases.html b/site/tags/relational databases.html
index a5792b7..ec03e5d 100644
--- a/site/tags/relational databases.html	
+++ b/site/tags/relational databases.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: relational databases</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/reliability.html b/site/tags/reliability.html
index d3fa995..74b5ad9 100644
--- a/site/tags/reliability.html
+++ b/site/tags/reliability.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: reliability</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/replication logs.html b/site/tags/replication logs.html
index 9002222..062d09c 100644
--- a/site/tags/replication logs.html	
+++ b/site/tags/replication logs.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: replication logs</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/research.html b/site/tags/research.html
index deafc8d..ad97436 100644
--- a/site/tags/research.html
+++ b/site/tags/research.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: research</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/review.html b/site/tags/review.html
index 4dccbbb..4b104d3 100644
--- a/site/tags/review.html
+++ b/site/tags/review.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: review</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/scalability.html b/site/tags/scalability.html
index 0787ae2..fdfc4a2 100644
--- a/site/tags/scalability.html
+++ b/site/tags/scalability.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: scalability</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/scaling.html b/site/tags/scaling.html
index 1abf267..1d07ca9 100644
--- a/site/tags/scaling.html
+++ b/site/tags/scaling.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: scaling</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/scheduling.html b/site/tags/scheduling.html
index f1839a9..0747f17 100644
--- a/site/tags/scheduling.html
+++ b/site/tags/scheduling.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: scheduling</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/schema evolution.html b/site/tags/schema evolution.html
index c6f8a51..4265b85 100644
--- a/site/tags/schema evolution.html	
+++ b/site/tags/schema evolution.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: schema evolution</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/set cover.html b/site/tags/set cover.html
index 1e9cece..a55c035 100644
--- a/site/tags/set cover.html	
+++ b/site/tags/set cover.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: set cover</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/shortest-paths.html b/site/tags/shortest-paths.html
index 23f4ede..3bc7439 100644
--- a/site/tags/shortest-paths.html
+++ b/site/tags/shortest-paths.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: shortest-paths</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/spanning trees.html b/site/tags/spanning trees.html
index da8c22d..717b8ed 100644
--- a/site/tags/spanning trees.html	
+++ b/site/tags/spanning trees.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: spanning trees</h1>
         <div class="meta">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/stable matching.html b/site/tags/stable matching.html
index acf6904..37cbb40 100644
--- a/site/tags/stable matching.html	
+++ b/site/tags/stable matching.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: stable matching</h1>
         <div class="meta">
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         <div class="content">
diff --git a/site/tags/synchronous vs asynchronous.html b/site/tags/synchronous vs asynchronous.html
index fbdf255..6ecf66a 100644
--- a/site/tags/synchronous vs asynchronous.html	
+++ b/site/tags/synchronous vs asynchronous.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: synchronous vs asynchronous</h1>
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diff --git a/site/tags/systems.html b/site/tags/systems.html
index 355916e..3f567fa 100644
--- a/site/tags/systems.html
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@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: systems</h1>
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diff --git a/site/tags/template.html b/site/tags/template.html
index 9b305df..72dd07a 100644
--- a/site/tags/template.html
+++ b/site/tags/template.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: template</h1>
         <div class="meta">
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diff --git a/site/tags/time complexity.html b/site/tags/time complexity.html
index c5e5869..e6ce72c 100644
--- a/site/tags/time complexity.html	
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@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: time complexity</h1>
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diff --git a/site/tags/trees.html b/site/tags/trees.html
index f122424..d37529b 100644
--- a/site/tags/trees.html
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@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: trees</h1>
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-            <span>Last modified: 2025-01-12</span>
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diff --git a/site/tags/vertex cover.html b/site/tags/vertex cover.html
index 7a8cf45..86ac4c4 100644
--- a/site/tags/vertex cover.html	
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@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: vertex cover</h1>
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diff --git a/site/test.html b/site/test.html
index ebddc7c..02b26c1 100644
--- a/site/test.html
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@@ -188,6 +188,8 @@ <h1>Test</h1>
         </div>
         <div class="content">
             <h1 id="directory">Directory</h1>
+<p>Who am I to question Apple's choices, but here we go. Was opting to make Apple Intelligence operate locally the best decision, considering privacy and security concerns? Is it really the smartest decision? If AI doesn't turn into a fiasco, limiting it to what the hardware can support seems like it will always lag behind in a world where technology evolves daily. 🌍📈</p>
+<p>Besides, that leaves people who don't have the latest iPhone models holding the bag. ❄️ I understand Apple's conservative approach, but when it comes to AI, is it wise to just play it safe? 🤷‍♂️ Wouldn't an iCloud+ option with AI be a better alternative? ☁️⚙️</p>
         </div>
         
     </main>
diff --git a/test.md b/test.md
index 1ee8fad..c84d837 100644
--- a/test.md
+++ b/test.md
@@ -1,2 +1,5 @@
 # Directory
 
+Who am I to question Apple's choices, but here we go. Was opting to make Apple Intelligence operate locally the best decision, considering privacy and security concerns? Is it really the smartest decision? If AI doesn't turn into a fiasco, limiting it to what the hardware can support seems like it will always lag behind in a world where technology evolves daily. 🌍📈
+
+Besides, that leaves people who don't have the latest iPhone models holding the bag. ❄️ I understand Apple's conservative approach, but when it comes to AI, is it wise to just play it safe? 🤷‍♂️ Wouldn't an iCloud+ option with AI be a better alternative? ☁️⚙️
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