From 4df94fb4b0ca9007313e1462bbdabd76d255d447 Mon Sep 17 00:00:00 2001
From: Elijah Melton <elimelt@uw.edu>
Date: Mon, 13 Jan 2025 00:00:04 -0800
Subject: [PATCH] sync changes: - M  idx/file_to_keywords.json

- M  idx/keyword_to_files.json

- M  scripts/keywords.py
---
 idx/file_to_keywords.json                  |   2 +-
 idx/keyword_to_files.json                  |   2 +-
 scripts/keywords.py                        |  20 +-
 scripts/simple.md                          |  15 --
 site/categories/algorithm analysis.html    |   2 +-
 site/categories/algorithms.html            |   2 +-
 site/categories/computer science.html      |   2 +-
 site/categories/database design.html       |   2 +-
 site/categories/database systems.html      |   2 +-
 site/categories/distributed systems.html   |   2 +-
 site/categories/graph theory.html          |   2 +-
 site/categories/index.html                 |   2 +-
 site/categories/mathematics.html           |   2 +-
 site/categories/operations research.html   |   2 +-
 site/categories/research.html              |   2 +-
 site/categories/software engineering.html  |   2 +-
 site/categories/system-design.html         |   2 +-
 site/idx/file_to_keywords.json             |   2 +-
 site/idx/keyword_to_files.json             |   2 +-
 site/index.html                            |   4 +-
 site/scripts/keywords.py                   |  20 +-
 site/scripts/simple.html                   | 202 ---------------------
 site/tags/acyclic graphs.html              |   2 +-
 site/tags/algorithm-analysis.html          |   2 +-
 site/tags/algorithm.html                   |   2 +-
 site/tags/algorithms.html                  |   2 +-
 site/tags/approximation.html               |   2 +-
 site/tags/asymptotic notation.html         |   2 +-
 site/tags/batch processing.html            |   2 +-
 site/tags/bipartite graphs.html            |   2 +-
 site/tags/bipartite matching.html          |   2 +-
 site/tags/breadth-first search.html        |   2 +-
 site/tags/caching.html                     |   2 +-
 site/tags/column-oriented storage.html     |   2 +-
 site/tags/compatibility.html               |   2 +-
 site/tags/complexity analysis.html         |   2 +-
 site/tags/complexity-analysis.html         |   2 +-
 site/tags/connected components.html        |   2 +-
 site/tags/connected graphs.html            |   2 +-
 site/tags/data analysis.html               |   2 +-
 site/tags/data modeling.html               |   2 +-
 site/tags/data replication.html            |   2 +-
 site/tags/data serialization.html          |   2 +-
 site/tags/data structures.html             |   2 +-
 site/tags/data systems.html                |   2 +-
 site/tags/depth first search.html          |   2 +-
 site/tags/depth-first search.html          |   2 +-
 site/tags/distributed filesystems.html     |   2 +-
 site/tags/document databases.html          |   2 +-
 site/tags/dynamic-programming.html         |   2 +-
 site/tags/efficiency.html                  |   2 +-
 site/tags/encoding formats.html            |   2 +-
 site/tags/etl.html                         |   2 +-
 site/tags/failover.html                    |   2 +-
 site/tags/ford-fulkerson algorithm.html    |   2 +-
 site/tags/gale-shapley.html                |   2 +-
 site/tags/graph coloring.html              |   2 +-
 site/tags/graph databases.html             |   2 +-
 site/tags/graph fundamentals.html          |   2 +-
 site/tags/graph properties.html            |   2 +-
 site/tags/graph representation.html        |   2 +-
 site/tags/graph theory.html                |   2 +-
 site/tags/graph traversal.html             |   2 +-
 site/tags/graph-theory.html                |   2 +-
 site/tags/graph-traversal.html             |   2 +-
 site/tags/graph.html                       |   2 +-
 site/tags/greedy-algorithms.html           |   2 +-
 site/tags/independent set.html             |   2 +-
 site/tags/index.html                       |   2 +-
 site/tags/indexing.html                    |   2 +-
 site/tags/induction proofs.html            |   2 +-
 site/tags/induction.html                   |   2 +-
 site/tags/interval.html                    |   2 +-
 site/tags/leader-follower model.html       |   2 +-
 site/tags/linear programs.html             |   2 +-
 site/tags/linear systems.html              |   2 +-
 site/tags/maintainability.html             |   2 +-
 site/tags/mapreduce.html                   |   2 +-
 site/tags/matching.html                    |   2 +-
 site/tags/max flow min cut.html            |   2 +-
 site/tags/message passing.html             |   2 +-
 site/tags/meta.html                        |   2 +-
 site/tags/odd cycles.html                  |   2 +-
 site/tags/oltp vs olap.html                |   2 +-
 site/tags/optimization.html                |   2 +-
 site/tags/paper.html                       |   2 +-
 site/tags/partitioning.html                |   2 +-
 site/tags/performance.html                 |   2 +-
 site/tags/pigeonhole principle.html        |   2 +-
 site/tags/problem-solving.html             |   2 +-
 site/tags/proof techniques.html            |   2 +-
 site/tags/query languages.html             |   2 +-
 site/tags/relational databases.html        |   2 +-
 site/tags/reliability.html                 |   2 +-
 site/tags/replication logs.html            |   2 +-
 site/tags/research.html                    |   2 +-
 site/tags/review.html                      |   2 +-
 site/tags/scalability.html                 |   2 +-
 site/tags/scaling.html                     |   2 +-
 site/tags/scheduling.html                  |   2 +-
 site/tags/schema evolution.html            |   2 +-
 site/tags/set cover.html                   |   2 +-
 site/tags/shortest-paths.html              |   2 +-
 site/tags/spanning trees.html              |   2 +-
 site/tags/stable matching.html             |   2 +-
 site/tags/synchronous vs asynchronous.html |   2 +-
 site/tags/systems.html                     |   2 +-
 site/tags/template.html                    |   2 +-
 site/tags/time complexity.html             |   2 +-
 site/tags/trees.html                       |   2 +-
 site/tags/vertex cover.html                |   2 +-
 site/test.html                             |   2 +
 test.md                                    |   3 +
 113 files changed, 149 insertions(+), 329 deletions(-)
 delete mode 100644 scripts/simple.md
 delete mode 100644 site/scripts/simple.html

diff --git a/idx/file_to_keywords.json b/idx/file_to_keywords.json
index 156fd9bae..0420684da 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 4da147fd4..b53dfd0fa 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", 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["networks/2-direct-links/errors.md"], "collision": ["networks/2-direct-links/wireless.md"], "maca": ["networks/2-direct-links/wireless.md"], "gsm": ["networks/2-direct-links/multiple-access.md"], "fdm": ["networks/2-direct-links/multiple-access.md"], "centralized": ["networks/2-direct-links/multiple-access.md"], "bridgemap": ["networks/2-direct-links/switching.md"], "ethernet": ["networks/2-direct-links/switching.md", "operating-systems/lecture-notes/io-systems-secondary-storage.md"], "bridge_tab_size": ["networks/2-direct-links/switching.md"], "switch": ["networks/2-direct-links/switching.md"], "macaddr": ["networks/2-direct-links/switching.md"], "http": ["networks/5-application/HTTP.md"], "fetching": ["networks/5-application/HTTP.md"], "request": ["networks/5-application/HTTP.md"], "application": ["networks/5-application/overview.md"], "skype": ["networks/5-application/overview.md"], "layer": ["networks/5-application/overview.md", "networks/4-transport/transport-overview.md"], "cdns": ["networks/5-application/CDNs.md"], "proxy": ["networks/5-application/CDNs.md"], "dns": ["networks/5-application/CDNs.md", "networks/5-application/DNS.md"], "nameservers": ["networks/5-application/DNS.md"], "resolver": ["networks/5-application/DNS.md"], "hierarchy": ["networks/5-application/DNS.md", "operating-systems/lecture-notes/io-systems-secondary-storage.md"], "namespaces": ["networks/5-application/DNS.md"], "retransmits": ["networks/4-transport/TCP.md"], "timeout": ["networks/4-transport/TCP.md"], "rtt_": ["networks/4-transport/TCP.md"], "congestion": ["networks/4-transport/ACK-clocking.md"], "buffer": ["networks/4-transport/ACK-clocking.md", "networks/4-transport/flow-control.md", "operating-systems/lecture-notes/tlb.md"], "ack": ["networks/4-transport/ACK-clocking.md"], "pipelining": ["networks/4-transport/ACK-clocking.md"], "transport": ["networks/4-transport/transport-overview.md"], "bytestreams": ["networks/4-transport/transport-overview.md"], "segment": ["networks/4-transport/transport-overview.md"], "recall": ["networks/4-transport/flow-control.md"], "modulation": ["networks/1-physical/coding-and-modulation.md"], "receiver": ["networks/1-physical/coding-and-modulation.md"], "nrz": ["networks/1-physical/coding-and-modulation.md"], "01001": ["networks/1-physical/coding-and-modulation.md"], "interference": ["networks/1-physical/media.md"], "shielding": ["networks/1-physical/media.md"], "microwave": ["networks/1-physical/media.md"], "fiber": ["networks/1-physical/media.md"], "java": ["teaching/modern-java/lambdas-and-streams.md", "teaching/modern-java/collections-and-records.md"], "arraylist": ["teaching/modern-java/lambdas-and-streams.md"], "lambda": ["teaching/modern-java/lambdas-and-streams.md"], "admins": ["teaching/modern-java/lambdas-and-streams.md"], "collection": ["teaching/modern-java/collections-and-records.md"], "array": ["teaching/modern-java/collections-and-records.md"], "implement": ["teaching/modern-java/collections-and-records.md"], "immutable": ["teaching/modern-java/collections-and-records.md"], "oscillation": ["cheatsheets/circuits/components.md"], "dc": ["cheatsheets/circuits/components.md"], "inductance": ["cheatsheets/circuits/components.md"], "radian": ["cheatsheets/circuits/components.md"], "potential": ["cheatsheets/circuits/electricity.md"], "springbootapplication": ["cheatsheets/java-spring-boot/reference.md"], "bean": ["cheatsheets/java-spring-boot/reference.md"], "enableautoconfiguration": ["cheatsheets/java-spring-boot/reference.md"], "restcontroller": ["cheatsheets/java-spring-boot/reference.md"], "annotation": ["cheatsheets/java-spring-boot/reference.md"], "gradlew": ["cheatsheets/java-spring-boot/running.md"], "intellij": ["cheatsheets/java-spring-boot/running.md"], "spring": ["cheatsheets/java-spring-boot/running.md"], "deploying": ["cheatsheets/java-spring-boot/running.md"], "quickstart": ["cheatsheets/java-spring-boot/running.md"], "v_1": ["cheatsheets/algorithms/graphs.md"], "log_b": ["cheatsheets/algorithms/divide-and-conquer.md"], "root": ["cheatsheets/algorithms/divide-and-conquer.md"], "recurrence": ["cheatsheets/algorithms/divide-and-conquer.md"], "bisect": ["cheatsheets/algorithms/divide-and-conquer.md"], "optimal": ["cheatsheets/algorithms/intervals.md"], "lemma": ["cheatsheets/algorithms/intervals.md"], "execution": ["operating-systems/lecture-notes/processes.md"], "stack": ["operating-systems/lecture-notes/processes.md"], "memory": ["operating-systems/lecture-notes/processes.md", "operating-systems/lecture-notes/components.md", "operating-systems/lecture-notes/windows-memory-management.md"], "privilege": ["operating-systems/lecture-notes/kernel-abstraction.md"], "mode": ["operating-systems/lecture-notes/kernel-abstraction.md"], "interrupt": ["operating-systems/lecture-notes/kernel-abstraction.md", "operating-systems/lecture-notes/page-faults.md", "operating-systems/lecture-notes/windows-rtz.md"], "mips": ["operating-systems/lecture-notes/kernel-abstraction.md"], "fragmentation": ["operating-systems/lecture-notes/paging.md"], "paging": ["operating-systems/lecture-notes/paging.md", "operating-systems/lecture-notes/windows-memory-management.md"], "virtual": ["operating-systems/lecture-notes/paging.md"], "handle": ["operating-systems/lecture-notes/windows-objects-handles-refcounts.md"], "object": ["operating-systems/lecture-notes/windows-objects-handles-refcounts.md"], "reference": ["operating-systems/lecture-notes/windows-objects-handles-refcounts.md"], "processor": ["operating-systems/lecture-notes/components.md", "operating-systems/v1-kernels-and-processes/1-introductions.md", "operating-systems/v2-concurrency/7-multiprocessor-scheduling.md", "operating-systems/v2-concurrency/4-concurrency-and-threads.md"], "o": ["operating-systems/lecture-notes/components.md", "operating-systems/v1-kernels-and-processes/2-the-kernel-abstraction.md", "operating-systems/v1-kernels-and-processes/1-introductions.md"], "multiprogramming": ["operating-systems/lecture-notes/components.md"], "page": ["operating-systems/lecture-notes/page-faults.md", "operating-systems/lecture-notes/windows-memory-management.md"], "fault": ["operating-systems/lecture-notes/page-faults.md"], "pte": ["operating-systems/lecture-notes/page-faults.md"], "tlb": ["operating-systems/lecture-notes/tlb.md"], "x86": ["operating-systems/lecture-notes/tlb.md"], "mapped": ["operating-systems/lecture-notes/tlb.md"], "writefile": ["operating-systems/lecture-notes/file-systems.md"], "flushfilebuffers": ["operating-systems/lecture-notes/file-systems.md"], "unix": ["operating-systems/lecture-notes/file-systems.md", "designing-data-intensive-applications/part-3-derived-data/ch10-batch-processing.md"], "getfilesize": ["operating-systems/lecture-notes/file-systems.md"], "rtlcopymemory": ["operating-systems/lecture-notes/windows-rtz.md"], "rtlzeromemory": ["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 6056dd819..15570ccaa 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 ea3e045ab..000000000
--- 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 90d1931bd..398936e1a 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 23796157a..4c856732c 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 512dca238..017bc8abc 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 2eec66332..69fa0ab9f 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 6152d7af2..8dc73529d 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 9279e6fcf..2a015ff73 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 759be9bb5..5c33c735e 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 8aef1f2b4..48b272f2f 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 7bc634552..649cdb788 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 c99c09559..c978ef557 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 319c1015c..c7b381ef7 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 572409df8..199f64188 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 db0323d35..16bb128aa 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 156fd9bae..0420684da 100644
--- a/site/idx/file_to_keywords.json
+++ b/site/idx/file_to_keywords.json
@@ -1 +1 @@
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diff --git a/site/idx/keyword_to_files.json b/site/idx/keyword_to_files.json
index 4da147fd4..b53dfd0fa 100644
--- a/site/idx/keyword_to_files.json
+++ b/site/idx/keyword_to_files.json
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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/site/index.html b/site/index.html
index f229ad051..6d476cb3a 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 6056dd819..15570ccaa 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 bb7334798..000000000
--- 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> ยป 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 77b005c30..7f11aa4be 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 9aec325ea..8472d43a7 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 6084a60f5..a182f6ae7 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 022e28fda..3c5643148 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 373341ee1..8d6bc669b 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 7b81868d2..5150716b4 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 8e5a91e7f..b5c624953 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 6d483f9ca..81884ce93 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 651c959a6..79d825b8f 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 f0c9e63e1..83628e45d 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 44a682169..1e5b85170 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 ef0ddad5b..426197b1d 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 3b8996c02..e091142af 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 ffa2f6bc3..508b14d56 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 c54a464ff..aac14ff20 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 3d2404905..8c27f51e7 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 9021c5a2f..38f072f16 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 b55ba70b9..8e11cac49 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 7a755c519..3d15c7100 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 a851ac9a9..0f2216e74 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 6422f406c..da3631d4c 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 953cb459c..7a08ed354 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 9867fbbef..5f0e647cc 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 c1e6b6fa8..066b41580 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 6f8fe7811..4574c9018 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 478a47c9a..05cfdfeb6 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 e1c2afbd1..b19ce9a5a 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 625c78b6a..b02fb554c 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 2592d7611..90f546023 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 12b91fa00..8146534c0 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 70869ca96..ddd961a82 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 70a30e355..91925ea4f 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 53319feae..3b02b7ebe 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 1971742a4..ffe60f61d 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 bfd429408..b8a9fd9b3 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 1498500c3..fdfe813ed 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 d8f80a91a..27078645c 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 f185925cf..68fe57cd9 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 474335c1f..7dc9b8ca9 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 613b97886..e3b8bb85a 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 facc57747..481642786 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 85d57d3c0..56c359a31 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 da89004a6..70179d159 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 57236e439..d51b41553 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 80ec241be..10d12996b 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 9edbcdabf..0e5a9ffe9 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 dcabb3456..bb3e527d1 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 01f2bb588..006c580eb 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 cca44b5d2..1a5a11265 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 1d2ccfb4a..fe5dc95d2 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 7f314d098..b260a2810 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 cacf73e75..5991d812b 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 8991612ef..fd0ad323f 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 b199d69ca..607e77fbc 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 784905f3a..5d3c8815f 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 0c625ebb6..6f8e5a16a 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 7a1f1aaea..74a609bc1 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 25f146ab0..a0cf3146a 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 a1a81a55d..23e123f76 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 7b847ded5..022cc7843 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 5b082baf3..801b6e49e 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 d8cd4619e..adac100c3 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 6838d4e32..1340bbe3f 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 1bb30d6ca..28fe8ed84 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 313c63fbd..f7963fafc 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 b1d0465da..9b3e06a56 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 54e5b097e..b26d1219d 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 974e7efcc..40d3ccbcf 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 7718799ba..f07aba02f 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 a8ed4e082..43fb1d089 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 a5792b740..ec03e5d43 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 d3fa99561..74b5ad946 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 900222288..062d09c8b 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 deafc8d86..ad9743617 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 4dccbbbb6..4b104d32f 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 0787ae214..fdfc4a259 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 1abf267fd..1d07ca95d 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 f1839a945..0747f1714 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 c6f8a518b..4265b859d 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 1e9cece7e..a55c0357a 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 23f4ede14..3bc7439e6 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 da8c22daf..717b8ed46 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 acf690433..37cbb4096 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">
-            <span>Last modified: 2025-01-12</span>
+            <span>Last modified: 2025-01-13</span>
             
         </div>
         <div class="content">
diff --git a/site/tags/synchronous vs asynchronous.html b/site/tags/synchronous vs asynchronous.html
index fbdf2551b..6ecf66aff 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>
         <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/systems.html b/site/tags/systems.html
index 355916e31..3f567fa23 100644
--- a/site/tags/systems.html
+++ b/site/tags/systems.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: 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/template.html b/site/tags/template.html
index 9b305df69..72dd07a78 100644
--- a/site/tags/template.html
+++ b/site/tags/template.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: template</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/time complexity.html b/site/tags/time complexity.html
index c5e5869e8..e6ce72cd5 100644
--- a/site/tags/time complexity.html	
+++ b/site/tags/time complexity.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: time complexity</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/trees.html b/site/tags/trees.html
index f1224247d..d37529b4c 100644
--- a/site/tags/trees.html
+++ b/site/tags/trees.html
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: 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/vertex cover.html b/site/tags/vertex cover.html
index 7a8cf45e7..86ac4c4b8 100644
--- a/site/tags/vertex cover.html	
+++ b/site/tags/vertex cover.html	
@@ -183,7 +183,7 @@
         </div>
         <h1>Tag: vertex 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/test.html b/site/test.html
index ebddc7c36..02b26c121 100644
--- a/site/test.html
+++ b/site/test.html
@@ -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. ๐ŸŒ๐Ÿ“ˆ</p>
+<p>Besides, that leaves people who don't have the latest iPhone models holding the bag. โ„๏ธ I understand Apple's conservative approach, but when it comes to AI, is it wise to just play it safe? ๐Ÿคทโ€โ™‚๏ธ Wouldn't an iCloud+ option with AI be a better alternative? โ˜๏ธโš™๏ธ</p>
         </div>
         
     </main>
diff --git a/test.md b/test.md
index 1ee8fad8c..c84d83762 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. ๐ŸŒ๐Ÿ“ˆ
+
+Besides, that leaves people who don't have the latest iPhone models holding the bag. โ„๏ธ I understand Apple's conservative approach, but when it comes to AI, is it wise to just play it safe? ๐Ÿคทโ€โ™‚๏ธ Wouldn't an iCloud+ option with AI be a better alternative? โ˜๏ธโš™๏ธ
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