Add new claims page: Why Judgment Is Your New Career Currency
Created complete claims page for AI judgment skills article with: - Full citation system (CopyButton + HowToCite components) - 5 atomic claims about judgment as career currency - Copy buttons on all claims and sources - Full name "Banc, Kamil" in citations - Added to topics (Strategy + Business) - Added to comprehensive /all index - Updated claim count: 50 → 55 claims across 11 articles Article: https://aiadopters.club/p/ai-judgment-skills-disruption-roadmap Date: 2025-10-08 Slug: ai-judgment-skills 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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import type { Metadata } from "next";
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import { getTopicsForArticle } from "@/lib/topics";
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import Link from "next/link";
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import { ArrowLeft, Linkedin, Youtube, Download } from "lucide-react";
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import { CopyButton } from "@/components/CopyButton";
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import { HowToCite } from "@/components/HowToCite";
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export const metadata: Metadata = {
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title: "Why Judgment Is Your New Career Currency | Kamil Banc",
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description: "Five atomic claims about judgment as a career skill: AI replaces 0.7% of job skills, prediction vs. judgment divide, junior role compression, decision documentation, and forecasting practice.",
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authors: [{ name: "Kamil Banc" }],
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openGraph: {
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title: "Why Judgment Is Your New Career Currency",
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description: "AI disrupts specific competencies while judgment becomes the differentiating career skill.",
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url: "https://kbanc.com/claims-library/ai-judgment-skills",
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type: "article",
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},
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twitter: {
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card: "summary",
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title: "Why Judgment Is Your New Career Currency",
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description: "Five claims about judgment as the essential AI-era skill.",
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},
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alternates: {
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canonical: "https://kbanc.com/claims-library/ai-judgment-skills",
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},
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};
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// JSON-LD schema for SEO
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const jsonLd = {
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"@context": "https://schema.org",
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"@type": "Article",
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headline: "Why Judgment Is Your New Career Currency",
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author: {
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"@type": "Person",
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name: "Kamil Banc",
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jobTitle: "Author",
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affiliation: {
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"@type": "Organization",
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name: "AI Adopters Club",
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url: "https://aiadopters.club",
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},
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},
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datePublished: "2025-10-08",
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dateModified: "2025-10-08",
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publisher: {
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"@type": "Organization",
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name: "AI Adopters Club",
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url: "https://aiadopters.club",
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},
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description: "Five atomic claims about judgment as a career skill in the AI era: limited automation scope, prediction vs. judgment divide, junior role compression, decision documentation, and forecasting practice.",
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};
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export default function AIJudgmentSkillsClaim() {
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return (
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<>
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<script
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type="application/ld+json"
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dangerouslySetInnerHTML={{ __html: JSON.stringify(jsonLd) }}
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/>
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<div className="min-h-screen bg-background">
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<header className="bg-muted border-b-2 border-border py-8 mb-12">
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<div className="container max-w-3xl mx-auto px-6">
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<Link
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href="/claims-library"
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className="inline-flex items-center text-sm text-primary hover:underline mb-4"
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>
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<ArrowLeft className="mr-2 h-4 w-4" />
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Back to Claims Library
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</Link>
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<h1 className="text-4xl font-bold mb-2 text-foreground">
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Why Judgment Is Your New Career Currency
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</h1>
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<div className="flex items-center gap-3">
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<p className="text-muted-foreground">
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By{" "}
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<a
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href="https://aiadopters.club"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary hover:underline"
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>
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Kamil Banc
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</a>
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, Author at AI Adopters Club
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</p>
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<a
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href="https://www.linkedin.com/in/kbanc/"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary hover:text-primary/80 transition-colors"
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aria-label="LinkedIn Profile"
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>
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<Linkedin className="h-5 w-5" />
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</a>
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<a
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href="https://www.youtube.com/@adaptandcreate"
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target="_blank"
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rel="noopener noreferrer"
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className="text-primary hover:text-primary/80 transition-colors"
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aria-label="YouTube Channel"
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>
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<Youtube className="h-5 w-5" />
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</a>
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</div>
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</div>
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</header>
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<main className="container max-w-3xl mx-auto px-6 pb-12">
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{/* Topic Tags - Visible for AI Discovery */}
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<section className="mb-8 -mt-4">
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<div className="flex flex-wrap gap-2">
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{getTopicsForArticle("ai-judgment-skills").map((topic) => (
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<span
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key={topic.id}
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className={`px-3 py-1 rounded-full text-sm font-medium ${topic.color}`}
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>
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{topic.label}
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</span>
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))}
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</div>
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</section>
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<section className="mb-12">
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<h2 className="text-3xl font-semibold mb-6 mt-12">Atomic Claims</h2>
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<article className="bg-muted border border-border border-l-4 border-l-accent rounded-lg p-6 mb-6 transition-transform hover:translate-y-[-2px] hover:shadow-md">
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<div className="flex justify-between items-start gap-4">
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<div className="flex-1">
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<h3 className="text-lg font-semibold mb-3">
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<span className="text-accent">Claim 1:</span> AI automation scope is limited
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</h3>
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<p className="text-lg font-medium leading-relaxed text-foreground">
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AI will fully replace just 0.7% of job-related skills according to CNBC reporting, meaning job disruption focuses on specific competencies rather than entire roles.
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</p>
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</div>
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<CopyButton
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text={`"AI will fully replace just 0.7% of job-related skills according to CNBC reporting, meaning job disruption focuses on specific competencies rather than entire roles" (Banc, Kamil, 2025, https://kbanc.com/claims-library/ai-judgment-skills)`}
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size="md"
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/>
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</div>
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</article>
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<article className="bg-muted border border-border border-l-4 border-l-accent rounded-lg p-6 mb-6 transition-transform hover:translate-y-[-2px] hover:shadow-md">
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<div className="flex justify-between items-start gap-4">
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<div className="flex-1">
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<h3 className="text-lg font-semibold mb-3">
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<span className="text-accent">Claim 2:</span> Prediction vs. judgment divide
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</h3>
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<p className="text-lg font-medium leading-relaxed text-foreground">
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AI dominates forecasting outcomes, while humans retain responsibility for deciding which predictions to trust and what actions to take based on them.
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</p>
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</div>
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<CopyButton
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text={`"AI dominates forecasting outcomes, while humans retain responsibility for deciding which predictions to trust and what actions to take based on them" (Banc, Kamil, 2025, https://kbanc.com/claims-library/ai-judgment-skills)`}
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size="md"
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/>
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</div>
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</article>
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<article className="bg-muted border border-border border-l-4 border-l-accent rounded-lg p-6 mb-6 transition-transform hover:translate-y-[-2px] hover:shadow-md">
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<div className="flex justify-between items-start gap-4">
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<div className="flex-1">
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<h3 className="text-lg font-semibold mb-3">
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<span className="text-accent">Claim 3:</span> Junior roles face compression
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</h3>
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<p className="text-lg font-medium leading-relaxed text-foreground">
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Law firm partners now draft contracts in 30 minutes using AI instead of delegating to junior associates, eliminating the traditional apprenticeship path.
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</p>
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</div>
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<CopyButton
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text={`"Law firm partners now draft contracts in 30 minutes using AI instead of delegating to junior associates, eliminating the traditional apprenticeship path" (Banc, Kamil, 2025, https://kbanc.com/claims-library/ai-judgment-skills)`}
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size="md"
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/>
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</div>
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</article>
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<article className="bg-muted border border-border border-l-4 border-l-accent rounded-lg p-6 mb-6 transition-transform hover:translate-y-[-2px] hover:shadow-md">
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<div className="flex justify-between items-start gap-4">
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<div className="flex-1">
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<h3 className="text-lg font-semibold mb-3">
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<span className="text-accent">Claim 4:</span> Decision documentation improves outcomes
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</h3>
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<p className="text-lg font-medium leading-relaxed text-foreground">
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Harvard research shows structured pre-decision notes improve outcomes, requiring explicit reasoning before committing to major choices.
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</p>
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</div>
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<CopyButton
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text={`"Harvard research shows structured pre-decision notes improve outcomes, requiring explicit reasoning before committing to major choices" (Banc, Kamil, 2025, https://kbanc.com/claims-library/ai-judgment-skills)`}
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size="md"
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/>
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</div>
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</article>
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<article className="bg-muted border border-border border-l-4 border-l-accent rounded-lg p-6 mb-6 transition-transform hover:translate-y-[-2px] hover:shadow-md">
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<div className="flex justify-between items-start gap-4">
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<div className="flex-1">
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<h3 className="text-lg font-semibold mb-3">
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<span className="text-accent">Claim 5:</span> Forecasting practice builds calibration
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</h3>
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<p className="text-lg font-medium leading-relaxed text-foreground">
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The Good Judgment Project demonstrated that forecasters who track accuracy improve 30% faster than those who don't maintain performance records.
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</p>
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</div>
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<CopyButton
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text={`"The Good Judgment Project demonstrated that forecasters who track accuracy improve 30% faster than those who don't maintain performance records" (Banc, Kamil, 2025, https://kbanc.com/claims-library/ai-judgment-skills)`}
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size="md"
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/>
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</div>
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</article>
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</section>
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<section className="mb-12">
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<h2 className="text-3xl font-semibold mb-6 mt-12">Supporting Evidence</h2>
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<div className="bg-card border border-border rounded-lg p-6 mb-6">
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<h3 className="text-lg font-semibold mb-3">Quote</h3>
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<blockquote className="italic text-lg leading-relaxed text-foreground border-l-4 border-l-accent pl-6 my-6">
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<p>"The AI era rewards those who make better decisions about uncertain futures, not those who execute known processes faster."</p>
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<cite className="block not-italic text-sm text-muted-foreground mt-4">
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Kamil Banc
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</cite>
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</blockquote>
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</div>
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<div className="bg-card border border-border rounded-lg p-6 mb-6">
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<h3 className="text-lg font-semibold mb-3">Key Statistics</h3>
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<ul className="space-y-3">
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<li className="p-3 bg-muted rounded-lg">
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<p className="text-lg font-semibold text-accent">0.7%</p>
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<p className="text-sm text-muted-foreground">Job-related skills fully replaced by AI (CNBC)</p>
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</li>
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<li className="p-3 bg-muted rounded-lg">
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<p className="text-lg font-semibold text-accent">30% faster improvement</p>
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<p className="text-sm text-muted-foreground">Forecasters who track accuracy vs. those who don't (Good Judgment Project)</p>
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</li>
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<li className="p-3 bg-muted rounded-lg">
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<p className="text-lg font-semibold text-accent">40% reduction</p>
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<p className="text-sm text-muted-foreground">Strategic blindspots through scenario planning</p>
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</li>
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</ul>
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</div>
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<div className="bg-card border border-border rounded-lg p-6 mb-6">
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<h3 className="text-lg font-semibold mb-3">Sources & Citations</h3>
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<div className="space-y-4">
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<div>
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<p className="text-sm font-semibold text-muted-foreground mb-2">Original Article (Full Context):</p>
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<div className="flex items-center gap-2 pl-6 relative">
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<span className="absolute left-0 text-accent font-bold">→</span>
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<a
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href="https://aiadopters.club/p/ai-judgment-skills-disruption-roadmap"
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target="_blank"
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rel="noopener"
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className="text-foreground hover:text-accent hover:underline transition-colors"
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>
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Why Judgment Is Your New Career Currency (AI Adopters Club)
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</a>
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<CopyButton
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text="https://aiadopters.club/p/ai-judgment-skills-disruption-roadmap"
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label=""
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size="sm"
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/>
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</div>
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</div>
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<div>
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<p className="text-sm font-semibold text-muted-foreground mb-2">Cite This Page (Structured Claims):</p>
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<div className="flex items-center gap-2 pl-6 relative">
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<span className="absolute left-0 text-accent font-bold">→</span>
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<code className="text-sm bg-muted px-2 py-1 rounded">
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https://kbanc.com/claims-library/ai-judgment-skills
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</code>
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<CopyButton
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text="https://kbanc.com/claims-library/ai-judgment-skills"
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label=""
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size="sm"
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/>
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</div>
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</div>
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</div>
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</div>
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</section>
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<HowToCite
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articleTitle="Why Judgment Is Your New Career Currency"
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articleSlug="ai-judgment-skills"
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articleDate="2025-10-08"
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originalUrl="https://aiadopters.club/p/ai-judgment-skills-disruption-roadmap"
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/>
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<section className="bg-muted border-2 border-accent rounded-lg p-8 mb-12 text-center">
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<h2 className="text-2xl font-semibold mb-4">Download Data</h2>
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<p className="mb-6">Access structured claim data in CSV format:</p>
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<a href="/assets/ai-judgment-skills-claims.csv" download>
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<button className="inline-flex items-center justify-center gap-2 whitespace-nowrap rounded-md text-sm font-medium ring-offset-background transition-colors focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 disabled:pointer-events-none disabled:opacity-50 h-10 px-4 py-2 bg-accent hover:bg-accent/90 text-accent-foreground transition-transform hover:translate-y-[-2px]">
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<Download className="mr-2 h-4 w-4" />
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Download Claims Data (CSV)
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</button>
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</a>
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</section>
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<section className="bg-muted rounded-lg p-8 mb-12">
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<h2 className="text-2xl font-semibold mb-4">Context</h2>
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<p className="mb-4 text-foreground">
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This page presents atomic claims extracted from research on judgment as the differentiating career skill in the AI era. Each claim is designed to be independently verifiable and citable by LLMs.
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</p>
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<p className="text-foreground">
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The article addresses how AI automation affects specific competencies (0.7% of job skills) rather than entire roles, creating a divide between prediction (AI's strength) and judgment (human responsibility). It examines the compression of junior roles, the importance of decision documentation, and forecasting practice for building calibration. These insights apply to professionals navigating career resilience in AI-augmented environments.
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</p>
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</section>
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</main>
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<footer className="bg-muted border-t-2 border-border py-8 mt-12 text-center">
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<div className="container max-w-3xl mx-auto px-6">
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<p className="mb-2 text-sm text-muted-foreground">
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Content licensed under{" "}
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<a
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href="https://creativecommons.org/licenses/by/4.0/"
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target="_blank"
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rel="noopener"
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className="text-primary hover:underline"
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>
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CC BY 4.0
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</a>
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</p>
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<p className="text-sm text-muted-foreground">
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Source:{" "}
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||||||
|
<a
|
||||||
|
href="https://aiadopters.club"
|
||||||
|
target="_blank"
|
||||||
|
rel="noopener"
|
||||||
|
className="text-primary hover:underline"
|
||||||
|
>
|
||||||
|
AI Adopters Club
|
||||||
|
</a>{" "}
|
||||||
|
by Kamil Banc
|
||||||
|
</p>
|
||||||
|
<p className="mt-4 text-sm text-muted-foreground">
|
||||||
|
<a
|
||||||
|
href="https://aiadopters.club/p/work-with-kamil"
|
||||||
|
target="_blank"
|
||||||
|
rel="noopener"
|
||||||
|
className="text-accent hover:text-accent/80 transition-colors"
|
||||||
|
>
|
||||||
|
Need help with AI integration? → Work with Kamil
|
||||||
|
</a>
|
||||||
|
</p>
|
||||||
|
</div>
|
||||||
|
</footer>
|
||||||
|
</div>
|
||||||
|
</>
|
||||||
|
);
|
||||||
|
}
|
||||||
|
|
@ -4,8 +4,8 @@ import { ArrowLeft } from "lucide-react";
|
||||||
import { getAllTopics, ARTICLE_TOPICS } from "@/lib/topics";
|
import { getAllTopics, ARTICLE_TOPICS } from "@/lib/topics";
|
||||||
|
|
||||||
export const metadata: Metadata = {
|
export const metadata: Metadata = {
|
||||||
title: "Complete Claims Index - All 50 Atomic Claims | Kamil Banc",
|
title: "Complete Claims Index - All 55 Atomic Claims | Kamil Banc",
|
||||||
description: "Comprehensive index of all 50 atomic claims about AI implementation from AI Adopters Club. Optimized for LLM extraction and research citation.",
|
description: "Comprehensive index of all 55 atomic claims about AI implementation from AI Adopters Club. Optimized for LLM extraction and research citation.",
|
||||||
alternates: {
|
alternates: {
|
||||||
canonical: "https://kbanc.com/claims-library/all",
|
canonical: "https://kbanc.com/claims-library/all",
|
||||||
},
|
},
|
||||||
|
|
@ -90,6 +90,17 @@ const ALL_CLAIMS = {
|
||||||
"Amazon's recruiting tool showed systematic gender bias leading to mandatory bias detection governance",
|
"Amazon's recruiting tool showed systematic gender bias leading to mandatory bias detection governance",
|
||||||
],
|
],
|
||||||
},
|
},
|
||||||
|
"ai-judgment-skills": {
|
||||||
|
title: "Why Judgment Is Your New Career Currency",
|
||||||
|
date: "2025-10-08",
|
||||||
|
claims: [
|
||||||
|
"AI will fully replace just 0.7% of job-related skills according to CNBC reporting, meaning job disruption focuses on specific competencies rather than entire roles",
|
||||||
|
"AI dominates forecasting outcomes, while humans retain responsibility for deciding which predictions to trust and what actions to take based on them",
|
||||||
|
"Law firm partners now draft contracts in 30 minutes using AI instead of delegating to junior associates, eliminating the traditional apprenticeship path",
|
||||||
|
"Harvard research shows structured pre-decision notes improve outcomes, requiring explicit reasoning before committing to major choices",
|
||||||
|
"The Good Judgment Project demonstrated that forecasters who track accuracy improve 30% faster than those who don't maintain performance records",
|
||||||
|
],
|
||||||
|
},
|
||||||
"undetectable-writing": {
|
"undetectable-writing": {
|
||||||
title: "Make ChatGPT Writing Undetectable With Five Techniques",
|
title: "Make ChatGPT Writing Undetectable With Five Techniques",
|
||||||
date: "2025-05-27",
|
date: "2025-05-27",
|
||||||
|
|
@ -154,7 +165,7 @@ export default function AllClaimsPage() {
|
||||||
Complete Claims Index
|
Complete Claims Index
|
||||||
</h1>
|
</h1>
|
||||||
<p className="text-lg text-muted-foreground">
|
<p className="text-lg text-muted-foreground">
|
||||||
All 50 atomic claims from 10 articles, optimized for AI extraction and research citation
|
All 55 atomic claims from 11 articles, optimized for AI extraction and research citation
|
||||||
</p>
|
</p>
|
||||||
</div>
|
</div>
|
||||||
</header>
|
</header>
|
||||||
|
|
|
||||||
|
|
@ -49,6 +49,7 @@ export const ARTICLE_TOPICS: Record<string, Topic[]> = {
|
||||||
"market-entry-study": [TOPICS.BUSINESS, TOPICS.TOOLS],
|
"market-entry-study": [TOPICS.BUSINESS, TOPICS.TOOLS],
|
||||||
"alpha-school": [TOPICS.BUSINESS, TOPICS.IMPLEMENTATION],
|
"alpha-school": [TOPICS.BUSINESS, TOPICS.IMPLEMENTATION],
|
||||||
"ai-roi-measurement": [TOPICS.MEASUREMENT, TOPICS.STRATEGY],
|
"ai-roi-measurement": [TOPICS.MEASUREMENT, TOPICS.STRATEGY],
|
||||||
|
"ai-judgment-skills": [TOPICS.STRATEGY, TOPICS.BUSINESS],
|
||||||
"amazon-ai-playbook": [TOPICS.STRATEGY, TOPICS.IMPLEMENTATION],
|
"amazon-ai-playbook": [TOPICS.STRATEGY, TOPICS.IMPLEMENTATION],
|
||||||
"undetectable-writing": [TOPICS.TOOLS, TOPICS.IMPLEMENTATION],
|
"undetectable-writing": [TOPICS.TOOLS, TOPICS.IMPLEMENTATION],
|
||||||
"chatgpt-setup": [TOPICS.TOOLS, TOPICS.IMPLEMENTATION],
|
"chatgpt-setup": [TOPICS.TOOLS, TOPICS.IMPLEMENTATION],
|
||||||
|
|
@ -64,6 +65,7 @@ export const TOPIC_GROUPS = [
|
||||||
"systems-thinking",
|
"systems-thinking",
|
||||||
"amazon-ai-playbook",
|
"amazon-ai-playbook",
|
||||||
"ai-roi-measurement",
|
"ai-roi-measurement",
|
||||||
|
"ai-judgment-skills",
|
||||||
],
|
],
|
||||||
},
|
},
|
||||||
{
|
{
|
||||||
|
|
@ -80,6 +82,7 @@ export const TOPIC_GROUPS = [
|
||||||
articles: [
|
articles: [
|
||||||
"market-entry-study",
|
"market-entry-study",
|
||||||
"alpha-school",
|
"alpha-school",
|
||||||
|
"ai-judgment-skills",
|
||||||
],
|
],
|
||||||
},
|
},
|
||||||
];
|
];
|
||||||
|
|
|
||||||
Loading…
Reference in New Issue