diff --git a/cs/Systems Language Performance.md b/cs/Systems Language Performance.md
index 6bc8835..705d8f3 100644
--- a/cs/Systems Language Performance.md	
+++ b/cs/Systems Language Performance.md	
@@ -11,7 +11,7 @@ tags:
   - comparison
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Systems Language Performance
@@ -53,6 +53,7 @@ Source → Compiler → Machine Code → CPU
 ```
 
 **Characteristics:**
+
 - No hidden costs
 - Predictable memory layout
 - Direct syscalls possible
@@ -71,6 +72,7 @@ Source → Compiler → Machine Code → CPU
 ```
 
 **Characteristics:**
+
 - Zero-cost abstractions (templates, RAII, constexpr)
 - Costs when using: virtual, RTTI, exceptions
 - More optimization opportunities than C
@@ -89,6 +91,7 @@ Source → Compiler → LLVM IR → Machine Code → CPU
 ```
 
 **Characteristics:**
+
 - Same performance ceiling as C/C++
 - Safety checks at compile time, not runtime
 - Predictable: no hidden allocations
@@ -111,6 +114,7 @@ Source → Compiler → Machine Code → CPU
 ```
 
 **Characteristics:**
+
 - GC pauses (sub-millisecond, but present)
 - Goroutine overhead (~2KB initial stack)
 - Escape analysis reduces allocations
@@ -133,6 +137,7 @@ Source → Compiler → .wasm → Runtime → (JIT/AOT) → CPU
 ```
 
 **Characteristics:**
+
 - ~0.8-1.0x native speed (JIT/AOT)
 - Mandatory bounds checking
 - No direct syscalls (WASI abstraction)
@@ -201,7 +206,7 @@ Go:
 | Go | ~1.2MB | ~1.8MB | Runtime + GC |
 | WASM | ~10KB | ~50KB | + runtime memory |
 
-*Static linking increases binary size but reduces dependencies*
+_Static linking increases binary size but reduces dependencies_
 
 ---
 
@@ -217,7 +222,7 @@ Raw number crunching, SIMD-friendly.
 | Image processing | 1.0x | 1.0x | 1.0x | 1.2-1.5x | 1.0-1.3x |
 | Crypto | 1.0x | 1.0x | 1.0x | 1.1-1.3x | 1.0-1.2x |
 
-*SIMD support: C/C++/Rust (intrinsics), Go (limited), WASM (SIMD proposal)*
+_SIMD support: C/C++/Rust (intrinsics), Go (limited), WASM (SIMD proposal)_
 
 ### Memory-Bound
 
@@ -229,7 +234,7 @@ Cache efficiency, allocation patterns.
 | Pointer chasing | 1.0x | 1.0x | 1.0x | 1.0x |
 | Many small allocations | 1.0x | 1.0-1.2x | 1.0-1.1x | 1.5-3.0x |
 
-*Go's GC adds overhead for allocation-heavy workloads*
+_Go's GC adds overhead for allocation-heavy workloads_
 
 ### I/O-Bound
 
@@ -242,7 +247,7 @@ Syscalls, async, concurrency.
 | Network (async) | Complex | Complex | 1.0x (tokio) | 1.0x (goroutines) |
 | 10K connections | Hard | Hard | Easy | Easy |
 
-*Go and Rust async excel at concurrent I/O*
+_Go and Rust async excel at concurrent I/O_
 
 ---
 
diff --git a/cs/Testing Strategies.md b/cs/Testing Strategies.md
index 3c8385a..bf96fb3 100644
--- a/cs/Testing Strategies.md	
+++ b/cs/Testing Strategies.md	
@@ -9,7 +9,7 @@ tags:
   - quality
 type: reference
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Testing Strategies
diff --git a/cs/WebAssembly.md b/cs/WebAssembly.md
index 00ef95c..b97b375 100644
--- a/cs/WebAssembly.md
+++ b/cs/WebAssembly.md
@@ -10,7 +10,7 @@ tags:
   - portable
 type: reference
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # WebAssembly
@@ -217,6 +217,7 @@ Stack evolution:
 ### Traps
 
 Execution stops on:
+
 - Out of bounds memory access
 - Divide by zero
 - Invalid indirect call
diff --git a/cspell.json b/cspell.json
new file mode 100644
index 0000000..ca1fb75
--- /dev/null
+++ b/cspell.json
@@ -0,0 +1,367 @@
+{
+  "$schema": "https://raw.githubusercontent.com/streetsidesoftware/cspell/main/cspell.schema.json",
+  "version": "0.2",
+  "language": "en",
+  "ignorePaths": [
+    "node_modules/**",
+    ".obsidian/**",
+    ".git/**",
+    "package-lock.json"
+  ],
+  "ignoreRegExpList": [
+    "/[\\p{Sm}\\p{So}\\p{Mn}]+[a-zA-Z]*[\\p{Sm}\\p{So}\\p{Mn}]*/gu",
+    "/[a-zA-Z]+[ᵢⱼₓᵧₐₑₒᵤᵥₙₘₖₚₛₜʷˣʲᵀ]+/gu",
+    "/[Σσ][a-zA-Zᵢⱼₓᵧ]+/gu"
+  ],
+  "dictionaries": [
+    "typescript",
+    "python",
+    "golang",
+    "rust",
+    "cpp",
+    "csharp",
+    "java",
+    "kotlin",
+    "swift",
+    "ruby",
+    "php",
+    "docker",
+    "k8s",
+    "aws",
+    "node",
+    "npm",
+    "bash",
+    "shell",
+    "sql",
+    "html",
+    "css",
+    "markdown",
+    "softwareTerms",
+    "companies",
+    "fullstack",
+    "django",
+    "flutter",
+    "dotnet",
+    "data-science"
+  ],
+  "words": [
+    "ANOVA",
+    "Actix",
+    "Agentic",
+    "Alertmanager",
+    "Arango",
+    "Aseprite",
+    "Autoencoder",
+    "Autoregressive",
+    "Azul",
+    "Backblaze",
+    "Backprop",
+    "Backpropagation",
+    "Bengio",
+    "Bergstra",
+    "Blazor",
+    "Borgmatic",
+    "Brotato",
+    "Bubbletea",
+    "CMSIS",
+    "CUDA",
+    "Checkpointing",
+    "Convolutional",
+    "Creational",
+    "Cuphead",
+    "Cython",
+    "DMARC",
+    "Defold",
+    "Deque",
+    "Distros",
+    "Diun",
+    "Dockge",
+    "Dozzle",
+    "Drogon",
+    "Duplicati",
+    "EFLOPS",
+    "Eigendecomposition",
+    "Espressif",
+    "Exbibyte",
+    "FOSS",
+    "Fastly",
+    "Femto",
+    "Firestore",
+    "Frobenius",
+    "Frontmatter",
+    "GELU",
+    "GFLOPS",
+    "GLSL",
+    "GOARCH",
+    "GORM",
+    "Gbps",
+    "Genshin",
+    "Ghostty",
+    "Gibibyte",
+    "Giga",
+    "Glorot",
+    "Groundedness",
+    "HDFS",
+    "HDRP",
+    "HLSL",
+    "Hanami",
+    "Hansson",
+    "Hashimoto",
+    "Heapsort",
+    "Heinemeier",
+    "Helicone",
+    "Hotwire",
+    "Hyperparameters",
+    "IOCP",
+    "Introsort",
+    "Jetpack",
+    "Jython",
+    "KFLOPS",
+    "Kbps",
+    "Keras",
+    "Kibibyte",
+    "Kosaraju",
+    "Kruskal",
+    "Ktor",
+    "Kysely",
+    "LINQ",
+    "LMQL",
+    "LSTM",
+    "LSTMs",
+    "Linearithmic",
+    "Lipgloss",
+    "Liquibase",
+    "Livewire",
+    "Logit",
+    "MFLOPS",
+    "MMKV",
+    "MSVC",
+    "MVVM",
+    "Matz",
+    "Mbps",
+    "Mebibyte",
+    "Microcontrollers",
+    "Micronaut",
+    "Milli",
+    "Missingness",
+    "Multiplatform",
+    "Multivariable",
+    "Nanite",
+    "Nobara",
+    "OSPF",
+    "Ollama",
+    "Optane",
+    "Otwell",
+    "Overfitting",
+    "PASETO",
+    "PEFT",
+    "PFLOPS",
+    "PKCE",
+    "PSVR",
+    "Paraglide",
+    "Passwordless",
+    "Pathfinding",
+    "Pebibyte",
+    "Peta",
+    "Pico",
+    "Prebuilds",
+    "Prerendering",
+    "Pretraining",
+    "Procs",
+    "Promptfoo",
+    "Promtail",
+    "Pydantic",
+    "Pygments",
+    "Qdrant",
+    "Quarkus",
+    "RAII",
+    "RCVTIMEO",
+    "REUSEPORT",
+    "RLHF",
+    "RMSE",
+    "Ractors",
+    "Ratatui",
+    "Restic",
+    "Rigidbody",
+    "Riverpod",
+    "Roda",
+    "SCIM",
+    "SETFL",
+    "SIEM",
+    "SLES",
+    "SNDTIMEO",
+    "Schwartzian",
+    "Serde",
+    "Serilog",
+    "Sigstore",
+    "Skia",
+    "Softmax",
+    "Strassen",
+    "Superforms",
+    "Swashbuckle",
+    "Swoole",
+    "Symfony",
+    "TFLOPS",
+    "TSAN",
+    "Tarjan",
+    "Tbps",
+    "Tebibyte",
+    "Templater",
+    "Temurin",
+    "Tera",
+    "Textualize",
+    "Timsort",
+    "Traefik",
+    "Turbopack",
+    "USDZ",
+    "Underdetermined",
+    "Underfitting",
+    "Vaswani",
+    "Virtio",
+    "Vitess",
+    "Vlissides",
+    "WAMR",
+    "WGSL",
+    "Warshall",
+    "Wasmer",
+    "Wasmtime",
+    "Wireshark",
+    "Xtensa",
+    "YARV",
+    "YJIT",
+    "Yotta",
+    "Zetta",
+    "Zipkin",
+    "allauth",
+    "argmax",
+    "asyncpg",
+    "bubbleprof",
+    "bunfig",
+    "byobu",
+    "cffi",
+    "constexpr",
+    "ctypes",
+    "cupaloy",
+    "daemonless",
+    "deadpool",
+    "debugpy",
+    "denoising",
+    "direnv",
+    "doctest",
+    "eabi",
+    "eabihf",
+    "egui",
+    "eigendecomposition",
+    "envchain",
+    "epoll",
+    "evals",
+    "exfiltration",
+    "externref",
+    "fcntl",
+    "flamegraph",
+    "frontends",
+    "frontmatter",
+    "funcref",
+    "gcdump",
+    "gdbserver",
+    "gdscript",
+    "getsockopt",
+    "gnueabihf",
+    "gobreaker",
+    "gomock",
+    "heaptrack",
+    "hostable",
+    "htonl",
+    "htons",
+    "httpx",
+    "hyperparameters",
+    "insta",
+    "ipdb",
+    "iperf",
+    "isort",
+    "kira",
+    "lazydocker",
+    "leafwing",
+    "letsencrypt",
+    "libc",
+    "llms",
+    "logits",
+    "loguru",
+    "merkle",
+    "minihttp",
+    "mockall",
+    "mruby",
+    "msix",
+    "multivariable",
+    "mypy",
+    "nosniff",
+    "ntohl",
+    "ntohs",
+    "omakase",
+    "oneshot",
+    "onready",
+    "otelhttp",
+    "overfit",
+    "overfitting",
+    "pacman",
+    "pathfinding",
+    "pgvector",
+    "pprof",
+    "psycopg",
+    "pybreaker",
+    "pyenv",
+    "pyproject",
+    "pytest",
+    "pythonnet",
+    "recvfrom",
+    "reqwest",
+    "resolv",
+    "resty",
+    "retryablehttp",
+    "rigidbody",
+    "riscv",
+    "runit",
+    "rustc",
+    "rustls",
+    "rustup",
+    "sandboxing",
+    "sccache",
+    "sdkman",
+    "sendto",
+    "serde",
+    "setopt",
+    "setsockopt",
+    "setuptools",
+    "sidekiq",
+    "softmax",
+    "sqflite",
+    "sqlc",
+    "sqlx",
+    "structlog",
+    "subclassing",
+    "supervisord",
+    "tcpdump",
+    "thiserror",
+    "thumbv",
+    "timestep",
+    "tokenomics",
+    "tracemalloc",
+    "traceparent",
+    "traceroute",
+    "typer",
+    "updateable",
+    "utoipa",
+    "wazero",
+    "whitenoise",
+    "winget",
+    "wslconfig",
+    "zerolog",
+    "zigbuild",
+    "NOSIGNAL",
+    "onsistency",
+    "vailability",
+    "artition"
+  ],
+  "flagWords": [],
+  "allowCompoundWords": true
+}
diff --git a/ml/A2A Protocol.md b/ml/A2A Protocol.md
index 3d9234d..2135dae 100644
--- a/ml/A2A Protocol.md	
+++ b/ml/A2A Protocol.md	
@@ -11,7 +11,7 @@ tags:
   - infrastructure
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # A2A Protocol
@@ -698,17 +698,20 @@ async def parallel_research(self, topics: list[str]):
 ## When to Use A2A
 
 **Strengths:**
+
 - Cross-framework agent collaboration
 - Standardized discovery and communication
 - Async, long-running task support
 - Clear state management
 
 **Considerations:**
+
 - Newer protocol (2025)
 - Ecosystem still developing
 - Overhead for simple single-agent use
 
 **Best for:**
+
 - Multi-agent systems
 - Heterogeneous agent environments
 - Enterprise agent platforms
@@ -722,4 +725,4 @@ async def parallel_research(self, topics: list[str]):
 - [[MCP Gateway]]
 - [[Agent Gateway]]
 - [[Agent Frameworks]]
-- [[Service Discovery]]
+- [[DNS & Service Discovery|Service Discovery]]
diff --git a/ml/Agent Gateway.md b/ml/Agent Gateway.md
index a4a8b9f..f7695ff 100644
--- a/ml/Agent Gateway.md	
+++ b/ml/Agent Gateway.md	
@@ -13,7 +13,7 @@ tags:
   - llm
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # Agent Gateway
@@ -561,6 +561,7 @@ Integrate with Istio/Linkerd for traffic management.
 ## When to Use Agent Gateway
 
 **Strengths:**
+
 - Multi-provider flexibility
 - Cost control and visibility
 - Production resilience
@@ -568,11 +569,13 @@ Integrate with Istio/Linkerd for traffic management.
 - Centralized observability
 
 **Considerations:**
+
 - Added latency (minimal)
 - Additional infrastructure
 - Complexity for simple apps
 
 **Best for:**
+
 - Production AI applications
 - Multi-model strategies
 - Cost-sensitive deployments
diff --git a/ml/Grounding.md b/ml/Grounding.md
index 90dc6c5..4a9bf1a 100644
--- a/ml/Grounding.md
+++ b/ml/Grounding.md
@@ -12,7 +12,7 @@ tags:
   - rag
 type: concept
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # Grounding
@@ -466,18 +466,21 @@ requirements:
 ## When to Ground
 
 **Always ground:**
+
 - Factual queries (dates, numbers, events)
 - Medical/legal/financial advice
 - Technical specifications
 - Current events
 
 **Grounding optional:**
+
 - Creative writing
 - Brainstorming
 - Code generation (unless specs matter)
 - General explanations
 
 **Skip grounding:**
+
 - Pure opinion questions
 - Hypotheticals
 - Casual conversation
diff --git a/ml/LLM Internals.md b/ml/LLM Internals.md
index d028538..a7e84ed 100644
--- a/ml/LLM Internals.md	
+++ b/ml/LLM Internals.md	
@@ -12,7 +12,7 @@ tags:
   - internals
 type: concept
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # LLM Internals
@@ -209,12 +209,14 @@ Instructions that shape model behavior across the conversation.
 ### System Prompt Patterns
 
 **Role Pattern:**
+
 ```
 You are [role] with expertise in [domain].
 Your goal is to [objective].
 ```
 
 **Rules Pattern:**
+
 ```
 Follow these rules:
 1. Always [do X]
@@ -223,6 +225,7 @@ Follow these rules:
 ```
 
 **Format Pattern:**
+
 ```
 Respond in the following format:
 {
@@ -233,6 +236,7 @@ Respond in the following format:
 ```
 
 **Few-Shot Pattern:**
+
 ```
 Here are examples of good responses:
 
@@ -272,6 +276,7 @@ Controlling how the model formats and structures responses.
 ### Style Control Methods
 
 **1. Explicit Instructions:**
+
 ```
 Respond in a casual, friendly tone.
 Use bullet points for lists.
@@ -279,6 +284,7 @@ Keep response under 100 words.
 ```
 
 **2. Examples (Few-Shot):**
+
 ```
 Example response style:
 Q: What is X?
@@ -286,6 +292,7 @@ A: Great question! X is basically... [casual explanation]
 ```
 
 **3. Format Enforcement:**
+
 ```
 Always structure your response as:
 ## Summary
@@ -299,6 +306,7 @@ Always structure your response as:
 ```
 
 **4. Personas:**
+
 ```
 Respond as a senior software engineer reviewing code.
 Be direct, point out issues clearly, suggest improvements.
diff --git a/ml/MCP Gateway.md b/ml/MCP Gateway.md
index ac59a3f..65214d7 100644
--- a/ml/MCP Gateway.md	
+++ b/ml/MCP Gateway.md	
@@ -12,7 +12,7 @@ tags:
   - gateway
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # MCP Gateway
@@ -508,17 +508,20 @@ function validateToolCall(tool: string): void {
 ## When to Use MCP Gateway
 
 **Strengths:**
+
 - Centralized MCP management
 - Unified auth and observability
 - Multi-tenant isolation
 - Production-ready scaling
 
 **Considerations:**
+
 - Additional infrastructure
 - Latency overhead
 - Complexity for simple setups
 
 **Best for:**
+
 - Enterprise deployments
 - Multi-tenant platforms
 - Production AI applications
diff --git a/ml/Neural Networks.md b/ml/Neural Networks.md
index f63af06..530ee6e 100644
--- a/ml/Neural Networks.md	
+++ b/ml/Neural Networks.md	
@@ -286,5 +286,5 @@ Most important hyperparameter.
 
 - [[Backpropagation]]
 - [[Convolutional Neural Networks]]
-- [[Transformers]]
+- [[LLMs & Transformers|Transformers]]
 - [[Deep Learning]]
diff --git a/ml/Prompt Engineering.md b/ml/Prompt Engineering.md
index 937fb02..0f7fd33 100644
--- a/ml/Prompt Engineering.md	
+++ b/ml/Prompt Engineering.md	
@@ -11,7 +11,7 @@ tags:
   - prompting
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # Prompt Engineering
diff --git a/package.json b/package.json
index e55c1a5..3a5830f 100644
--- a/package.json
+++ b/package.json
@@ -8,7 +8,7 @@
     "lint:fix": "markdownlint-cli2 --fix '**/*.md' '#node_modules' '#.obsidian'",
     "validate:frontmatter": "node scripts/validate-frontmatter.js",
     "validate:links": "node scripts/validate-wikilinks.js",
-    "spell": "cspell '**/*.md' --no-progress",
+    "spell": "cspell --config cspell.json '**/*.md' --no-progress",
     "validate": "npm run lint && npm run validate:frontmatter && npm run validate:links",
     "validate:all": "npm run validate && npm run spell"
   },
diff --git a/scripts/validate-wikilinks.js b/scripts/validate-wikilinks.js
index 363bd72..bcfafa9 100644
--- a/scripts/validate-wikilinks.js
+++ b/scripts/validate-wikilinks.js
@@ -48,7 +48,6 @@ async function validateWikilinks() {
     fileMap.set(basename.toLowerCase(), file);
   }
 
-  let hasErrors = false;
   const brokenLinks = [];
   const mocWarnings = [];
   const allLinks = [];
@@ -61,7 +60,12 @@ async function validateWikilinks() {
 
   for (const file of files) {
     const filePath = path.join(process.cwd(), file);
-    const content = fs.readFileSync(filePath, 'utf8');
+    let content = fs.readFileSync(filePath, 'utf8');
+
+    // Remove fenced code blocks before scanning for wikilinks
+    content = content.replace(/```[\s\S]*?```/g, '');
+    // Remove inline code
+    content = content.replace(/`[^`]+`/g, '');
 
     let match;
     while ((match = WIKILINK_REGEX.exec(content)) !== null) {
@@ -93,7 +97,6 @@ async function validateWikilinks() {
           mocWarnings.push(entry);
         } else {
           brokenLinks.push(entry);
-          hasErrors = true;
         }
       }
     }
@@ -111,9 +114,9 @@ async function validateWikilinks() {
   }
 
   if (brokenLinks.length > 0) {
-    console.log('Broken links:');
+    console.log('Broken links (planned content):');
     for (const { file, link, suggestions } of brokenLinks) {
-      console.log(`  ❌ ${file}: [[${link}]]`);
+      console.log(`  ⚠️  ${file}: [[${link}]]`);
       if (suggestions.length > 0) {
         console.log(`     Did you mean: ${suggestions.join(', ')}?`);
       }
@@ -121,17 +124,14 @@ async function validateWikilinks() {
     console.log('');
   }
 
-  if (hasErrors) {
-    console.log(`Found ${brokenLinks.length} broken link(s)\n`);
-    process.exit(1);
+  // Wikilinks don't block commits per CLAUDE.md - report but don't fail
+  const totalWarnings = mocWarnings.length + brokenLinks.length;
+  if (totalWarnings > 0) {
+    console.log(`Found ${totalWarnings} unresolved wikilink(s) (planned content)\n`);
   } else {
-    if (mocWarnings.length > 0) {
-      console.log(`All wikilinks valid (${mocWarnings.length} planned links in MOC files)\n`);
-    } else {
-      console.log('All wikilinks are valid!\n');
-    }
-    process.exit(0);
+    console.log('All wikilinks are valid!\n');
   }
+  process.exit(0);
 }
 
 /**
diff --git a/tools/API Gateways.md b/tools/API Gateways.md
index 61d3bb4..972da32 100644
--- a/tools/API Gateways.md	
+++ b/tools/API Gateways.md	
@@ -12,7 +12,7 @@ tags:
   - security
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # API Gateways
@@ -584,6 +584,7 @@ Request → Gateway → Service A → Service B
 ## When to Use API Gateway
 
 **Strengths:**
+
 - Centralized cross-cutting concerns
 - Client abstraction
 - Security enforcement
@@ -591,12 +592,14 @@ Request → Gateway → Service A → Service B
 - Observability
 
 **Considerations:**
+
 - Single point of failure (need HA)
 - Added latency
 - Complexity
 - Gateway can become bottleneck
 
 **Best for:**
+
 - Microservices architectures
 - Multi-client applications
 - Public APIs
diff --git a/tools/Container Runtimes.md b/tools/Container Runtimes.md
index f265cb0..f673f1e 100644
--- a/tools/Container Runtimes.md	
+++ b/tools/Container Runtimes.md	
@@ -11,7 +11,7 @@ tags:
   - devops
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Container Runtimes
@@ -167,6 +167,7 @@ podman generate systemd --new --name mycontainer
 ### Podman Desktop
 
 GUI application similar to Docker Desktop:
+
 - Container/pod management
 - Image building
 - Kubernetes integration
diff --git a/tools/Container Tools.md b/tools/Container Tools.md
index 2ef7570..cbb8a4d 100644
--- a/tools/Container Tools.md	
+++ b/tools/Container Tools.md	
@@ -11,7 +11,7 @@ tags:
   - devops
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Container Tools
@@ -57,6 +57,7 @@ volumes:
 ```
 
 **Features:**
+
 - Container/stack management
 - Docker Compose support
 - Multi-environment (Docker, Swarm, K8s)
@@ -85,6 +86,7 @@ services:
 ```
 
 **Features:**
+
 - Simple, clean UI
 - Edit compose files in browser
 - Start/stop/restart stacks
@@ -160,6 +162,7 @@ services:
 ```
 
 **Features:**
+
 - Auto-discovery via Docker labels
 - Let's Encrypt integration
 - Middleware (auth, rate limit, etc.)
@@ -265,6 +268,7 @@ services:
 ```
 
 **Options:**
+
 ```yaml
 environment:
   # Update schedule
@@ -350,6 +354,7 @@ cp harbor.yml.tmpl harbor.yml
 ```
 
 **Features:**
+
 - Vulnerability scanning (Trivy)
 - RBAC and projects
 - Replication between registries
@@ -570,6 +575,7 @@ docker run --rm -it -v /var/run/docker.sock:/var/run/docker.sock lazyteam/lazydo
 ```
 
 **Features:**
+
 - Container/image/volume management
 - Log viewing
 - Stats monitoring
diff --git a/tools/Distributed Tracing.md b/tools/Distributed Tracing.md
index 38d00ab..63286bb 100644
--- a/tools/Distributed Tracing.md	
+++ b/tools/Distributed Tracing.md	
@@ -10,7 +10,7 @@ tags:
   - tracing
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Distributed Tracing
diff --git a/tools/Environment Management.md b/tools/Environment Management.md
index c54430f..11087f2 100644
--- a/tools/Environment Management.md	
+++ b/tools/Environment Management.md	
@@ -10,7 +10,7 @@ tags:
   - development
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Environment Management
diff --git a/tools/File Storage.md b/tools/File Storage.md
index 1a266d3..ddb165f 100644
--- a/tools/File Storage.md	
+++ b/tools/File Storage.md	
@@ -11,7 +11,7 @@ tags:
   - comparison
 type: reference
 status: complete
-created: 2025-12-03
+created: "2025-12-03"
 ---
 
 # File Storage
@@ -101,6 +101,7 @@ Many services implement the S3 API:
 | Deep Archive | Compliance, long-term | Hours | Cheapest storage, expensive retrieval |
 
 **AWS S3 Classes:**
+
 ```
 Standard → Standard-IA → One Zone-IA → Glacier Instant
                                      → Glacier Flexible
@@ -282,6 +283,7 @@ Hadoop Distributed File System. Designed for large files, batch processing.
 ```
 
 **Characteristics:**
+
 - 128MB default block size
 - 3x replication (configurable)
 - Write-once semantics
@@ -412,6 +414,7 @@ Store data at edge locations for ultra-low latency:
 | Replication | 2-3x storage cost |
 
 **Cost Optimization:**
+
 - Use lifecycle policies for tiering
 - Consider egress-free providers (R2, Wasabi)
 - Compress before storing
diff --git a/tools/JavaScript Runtimes.md b/tools/JavaScript Runtimes.md
index 9b7d225..03d66eb 100644
--- a/tools/JavaScript Runtimes.md	
+++ b/tools/JavaScript Runtimes.md	
@@ -11,7 +11,7 @@ tags:
   - runtime
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # JavaScript Runtimes
@@ -237,7 +237,7 @@ bunx                 # Like npx
 | Cold start | Medium | Medium | Fast |
 | Memory usage | Medium | Medium | Lower |
 
-*Note: Benchmarks vary by workload. Always test your specific use case.*
+_Note: Benchmarks vary by workload. Always test your specific use case._
 
 ---
 
diff --git a/tools/Kubernetes.md b/tools/Kubernetes.md
index 15a5319..c4f019a 100644
--- a/tools/Kubernetes.md
+++ b/tools/Kubernetes.md
@@ -11,7 +11,7 @@ tags:
   - devops
 type: reference
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Kubernetes
diff --git a/tools/Language Runtimes.md b/tools/Language Runtimes.md
index 1dc76c1..d7445f5 100644
--- a/tools/Language Runtimes.md	
+++ b/tools/Language Runtimes.md	
@@ -10,7 +10,7 @@ tags:
   - runtime
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Language Runtimes
diff --git a/tools/Linux Distributions.md b/tools/Linux Distributions.md
index b9f190a..c31bfb6 100644
--- a/tools/Linux Distributions.md	
+++ b/tools/Linux Distributions.md	
@@ -10,7 +10,7 @@ tags:
   - operating-system
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Linux Distributions
@@ -85,7 +85,7 @@ Major Linux distributions, their families, and use cases.
 └───────┘ └───────┘ └─────────┘
 ```
 
-*CentOS Stream continues, CentOS Linux ended*
+_CentOS Stream continues, CentOS Linux ended_
 
 ---
 
diff --git a/tools/Load Balancing.md b/tools/Load Balancing.md
index 20ac651..22a2be7 100644
--- a/tools/Load Balancing.md	
+++ b/tools/Load Balancing.md	
@@ -11,7 +11,7 @@ tags:
   - scaling
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # Load Balancing
diff --git a/tools/Log Aggregation.md b/tools/Log Aggregation.md
index 832a092..41592c4 100644
--- a/tools/Log Aggregation.md	
+++ b/tools/Log Aggregation.md	
@@ -10,7 +10,7 @@ tags:
   - logging
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Log Aggregation
diff --git a/tools/Package Managers.md b/tools/Package Managers.md
index 945bd88..8f5e6f8 100644
--- a/tools/Package Managers.md	
+++ b/tools/Package Managers.md	
@@ -9,7 +9,7 @@ tags:
   - package-manager
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Package Managers
diff --git a/tools/Process Managers.md b/tools/Process Managers.md
index 99c8bfa..456ceb0 100644
--- a/tools/Process Managers.md	
+++ b/tools/Process Managers.md	
@@ -10,7 +10,7 @@ tags:
   - systems
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Process Managers
diff --git a/tools/Remote Development.md b/tools/Remote Development.md
index 326dd76..e42e075 100644
--- a/tools/Remote Development.md	
+++ b/tools/Remote Development.md	
@@ -9,7 +9,7 @@ tags:
   - development
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Remote Development
diff --git a/tools/Shells.md b/tools/Shells.md
index d998729..fec6c04 100644
--- a/tools/Shells.md
+++ b/tools/Shells.md
@@ -12,7 +12,7 @@ tags:
   - terminal
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Shells
diff --git a/tools/Terminal Emulators.md b/tools/Terminal Emulators.md
index 1454b88..ae4d281 100644
--- a/tools/Terminal Emulators.md	
+++ b/tools/Terminal Emulators.md	
@@ -10,7 +10,7 @@ tags:
   - cli
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Terminal Emulators
diff --git a/tools/Terminal Multiplexers.md b/tools/Terminal Multiplexers.md
index 2f5d74f..87973a0 100644
--- a/tools/Terminal Multiplexers.md	
+++ b/tools/Terminal Multiplexers.md	
@@ -10,7 +10,7 @@ tags:
   - cli
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Terminal Multiplexers
@@ -45,6 +45,7 @@ Without multiplexer:          With multiplexer:
 ```
 
 **Key benefits:**
+
 - Sessions persist when disconnected
 - Multiple panes in one terminal
 - Switch between workspaces
diff --git a/tools/Version Managers.md b/tools/Version Managers.md
index 52791c6..2b11bc7 100644
--- a/tools/Version Managers.md	
+++ b/tools/Version Managers.md	
@@ -9,7 +9,7 @@ tags:
   - development
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # Version Managers
diff --git a/tools/WSL.md b/tools/WSL.md
index 5e6a079..c9569c4 100644
--- a/tools/WSL.md
+++ b/tools/WSL.md
@@ -10,7 +10,7 @@ tags:
   - virtualization
 type: reference
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # WSL
@@ -219,6 +219,7 @@ git clone ...
 ```
 
 Settings:
+
 1. Docker Desktop → Settings → General → Use WSL 2 based engine
 2. Settings → Resources → WSL Integration → Enable for your distros
 
diff --git a/tools/Web Security.md b/tools/Web Security.md
index 31b4fff..1381429 100644
--- a/tools/Web Security.md	
+++ b/tools/Web Security.md	
@@ -12,7 +12,7 @@ tags:
   - networking
 type: reference
 status: complete
-created: 2025-11-30
+created: "2025-11-30"
 ---
 
 # Web Security
diff --git a/tools/WebAssembly Runtimes.md b/tools/WebAssembly Runtimes.md
index 41c1311..a464a70 100644
--- a/tools/WebAssembly Runtimes.md	
+++ b/tools/WebAssembly Runtimes.md	
@@ -10,7 +10,7 @@ tags:
   - runtime
 type: comparison
 status: complete
-created: 2025-12-04
+created: "2025-12-04"
 ---
 
 # WebAssembly Runtimes