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Strategic insights on blockchain, AI, security, leadership, and career in an age of disruption.

Human in the Loop: Which Decision Matters Most
October 01, 2026·6 min read
Leadership

Human in the Loop: Which Decision Matters Most

Regulated companies waste resources keeping humans in low-value approval loops while automating high-stakes irreversible decisions. The strategic shift is ruthlessly simple: automate the reversible, defend the irreversible.

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Why Meta's AI Layoffs Backfired: The Judgment Problem
August 29, 2026

Why Meta's AI Layoffs Backfired: The Judgment Problem

Meta's 220% code increase but only 36% shipping gain reveals the real AI crisis: eliminating middle management removed the judgment layer needed to catch AI errors, not a technology failure.

AI Just Killed the Security Patch Cycle
August 28, 2026

AI Just Killed the Security Patch Cycle

A Bitcoin service shutdown reveals how AI-assisted attackers exploit vulnerabilities faster than human teams can patch them, collapsing the security review window that traditional defenses depend on.

AI Data Access: Budget for the Web Crawl Toll
August 27, 2026

AI Data Access: Budget for the Web Crawl Toll

Free web data access is ending. Financial services leaders must budget for AI crawling costs now before vendors pass charges downstream.

Why Bitcoin Miners Are Now AI Infrastructure
August 26, 2026

Why Bitcoin Miners Are Now AI Infrastructure

Bitcoin mining infrastructure is being repriced as AI compute capacity. The real moat wasn't coins—it was power. What this means for your portfolio.

Quantum Computing's Honest Reckoning: From Hype to Reality
August 25, 2026

Quantum Computing's Honest Reckoning: From Hype to Reality

IQM's candid IPO prospectus signals quantum computing is maturing beyond hype. Learn what real demand looks like and how to evaluate quantum ROI for your organization.

Stablecoins Above Par: What Market Premiums Really Signal
August 24, 2026

Stablecoins Above Par: What Market Premiums Really Signal

When stablecoins trade above their peg, it's not adoption—it's a market signal that currency systems are failing. Explore what 8.5% premiums reveal about capital controls and financial dysfunction.

AI vs. AI: Why Human Phishing Training Failed
August 22, 2026

AI vs. AI: Why Human Phishing Training Failed

Twenty years of phishing training won't work against AI-generated attacks. The real defense isn't better employees—it's automated classifiers that stop threats before humans see them.

When AI Stops Suggesting and Starts Trading
August 21, 2026

When AI Stops Suggesting and Starts Trading

Autonomous trading agents are poised to replace human decision-makers within two years. Finance leaders must rethink AI governance frameworks built on the assumption of human approval.

Where Humans Go When AI Does the Work
August 20, 2026

Where Humans Go When AI Does the Work

As AI handles execution, human value shifts from doing the work to making the decisions that matter. Organizations must reorganize around judgment, not task completion.

Stop Auditing Code, Start Securing Keys
August 19, 2026

Stop Auditing Code, Start Securing Keys

40% of crypto losses stem from stolen private keys, not smart contracts. Most security budgets target the wrong attack surface entirely.

AI Privacy: The Question Enterprise Leaders Must Ask
August 18, 2026

AI Privacy: The Question Enterprise Leaders Must Ask

Enterprise AI buying is shifting from capability to privacy. Learn why 'what does it remember?' is now the critical vendor evaluation question.

Your Loop, Not Theirs: AI Agents as Team Members
August 17, 2026

Your Loop, Not Theirs: AI Agents as Team Members

Reframe 'human in the loop' as your process with AI agents as team members, not checkpoints. Unreviewable outputs signal lost authority.

Blog — Blockchain, AI & Leadership Strategy | Jay Schulman