diff --git a/Frontend/src/components/dashboard/FreshnessParadox.tsx b/Frontend/src/components/dashboard/FreshnessParadox.tsx
deleted file mode 100644
index 2e0b873b..00000000
--- a/Frontend/src/components/dashboard/FreshnessParadox.tsx
+++ /dev/null
@@ -1,10 +0,0 @@
-import React from 'react';
-
-export function FreshnessParadoxAnalyzer() {
-    return (
-        <div className="p-4 border rounded shadow-sm">
-            <h3 className="text-md font-bold">Content Freshness vs Engagement Paradox</h3>
-            <p className="text-xs text-muted-foreground">Analyzes engagement metrics drop-off as content ages.</p>
-        </div>
-    );
-}
diff --git a/Frontend/src/components/dashboard/TipToPostRatio.tsx b/Frontend/src/components/dashboard/TipToPostRatio.tsx
deleted file mode 100644
index f495cbe1..00000000
--- a/Frontend/src/components/dashboard/TipToPostRatio.tsx
+++ /dev/null
@@ -1,10 +0,0 @@
-import React from 'react';
-
-export function TipToPostRatioDashboard() {
-    return (
-        <div className="p-4 border rounded shadow-sm">
-            <h3 className="text-md font-bold">Tip-to-Post Ratio Dashboard</h3>
-            <p className="text-xs text-muted-foreground">Displays normalized tips accrued per post type.</p>
-        </div>
-    );
-}
diff --git a/Frontend/src/lib/complexity-scorer.ts b/Frontend/src/lib/complexity-scorer.ts
deleted file mode 100644
index f2ba7dcb..00000000
--- a/Frontend/src/lib/complexity-scorer.ts
+++ /dev/null
@@ -1,5 +0,0 @@
-export function scoreGistComplexity(content: string): number {
-    const lines = content.split('\n').length;
-    const words = content.split(/\s+/).length;
-    return Math.round((lines * 0.5) + (words * 0.1));
-}
diff --git a/Frontend/src/lib/ipfs-fallback-analytics.ts b/Frontend/src/lib/ipfs-fallback-analytics.ts
deleted file mode 100644
index 9be925f5..00000000
--- a/Frontend/src/lib/ipfs-fallback-analytics.ts
+++ /dev/null
@@ -1,9 +0,0 @@
-export class IpfsFallbackAnalytics {
-    private fallbacks: Record<string, number> = {};
-    logGatewayFailure(gateway: string) {
-        this.fallbacks[gateway] = (this.fallbacks[gateway] || 0) + 1;
-    }
-    getReport() {
-        return this.fallbacks;
-    }
-}
diff --git a/Frontend/src/lib/stellar-analytics.ts b/Frontend/src/lib/stellar-analytics.ts
deleted file mode 100644
index 9294efb8..00000000
--- a/Frontend/src/lib/stellar-analytics.ts
+++ /dev/null
@@ -1,7 +0,0 @@
-export function analyzeAccountSequence(sequenceNumber: string): string {
-    const seq = BigInt(sequenceNumber);
-    if (seq === BigInt(0)) {
-        return "New / Unfunded Account";
-    }
-    return `Active Account (Seq: ${seq.toString()})`;
-}
diff --git a/Frontend/src/lib/wallet-clustering.ts b/Frontend/src/lib/wallet-clustering.ts
deleted file mode 100644
index b13bac01..00000000
--- a/Frontend/src/lib/wallet-clustering.ts
+++ /dev/null
@@ -1,10 +0,0 @@
-export function detectAddressClusters(addresses: string[]): string[][] {
-    // Basic clustering algorithm grouping addresses by network prefix
-    const groups: Record<string, string[]> = {};
-    addresses.forEach(addr => {
-        const prefix = addr.slice(0, 4);
-        groups[prefix] = groups[prefix] || [];
-        groups[prefix].push(addr);
-    });
-    return Object.values(groups);
-}