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

Design Problems Can't Be Trained Away
July 28, 2026·8 min read
Leadership

Design Problems Can't Be Trained Away

Why behavioral fixes fail: Echo chambers formed in AI networks with no toxicity input, revealing structural design flaws that training can't solve.

Recent Essays

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694 posts

Consensus: The Backbone of Blockchain
May 27, 2024

Consensus: The Backbone of Blockchain

Today, we're diving into a fundamental concept that underpins the blockchain ecosystem: consensus. Buckle up for an enlightening journey as we demystify this critical component and explore its role...

Mining Pools: Combining Resources
May 26, 2024

Mining Pools: Combining Resources

In our last post, we delved into the world of miner incentives, exploring block rewards and transaction fees. Today, we're going to build on that knowledge and discuss another key aspect of the blo...

The Rise of Mining Pools: Shaping the Future of Blockchain
May 26, 2024

The Rise of Mining Pools: Shaping the Future of Blockchain

Today, we're going to explore the fascinating world of mining pools and their impact on the blockchain landscape.

Block Rewards vs. Transaction Fees: Miner Incentives
May 24, 2024

Block Rewards vs. Transaction Fees: Miner Incentives

In our last post, we explored the world of mining rewards and their importance in maintaining the delicate balance within blockchain networks. Today, we're going to dive deeper into the two primary...

Blockchain Mining Rewards: Enterprise Economics and Incentive System Guide
May 23, 2024

Blockchain Mining Rewards: Enterprise Economics and Incentive System Guide

Comprehensive guide to blockchain mining rewards for enterprises. Understand mining economics, reward mechanisms, inflation control, and business implications.

Unveiling the Mystery: Mining Rewards in the Blockchain Ecosystem
May 23, 2024

Unveiling the Mystery: Mining Rewards in the Blockchain Ecosystem

In the previous post, we explored the fascinating world of mining difficulty and its crucial role in maintaining the delicate balance within blockchain networks. Today, we're going to dive into a c...

Mining Difficulty: Adjusting the Challenge
May 22, 2024

Mining Difficulty: Adjusting the Challenge

In our last post, we explored the ins and outs of Proof-of-Work (PoW) and uncovered the various pros and cons of this consensus mechanism. Today, we're going to dive into a crucial aspect of PoW: m...

Blockchain Mining Difficulty: Enterprise Security and Network Stability Guide
May 22, 2024

Blockchain Mining Difficulty: Enterprise Security and Network Stability Guide

Complete guide to blockchain mining difficulty for enterprises. Understand difficulty adjustment mechanisms, security implications, and business impact of mining economics.

Proof-of-Work Pros and Cons: Enterprise Security and Energy Analysis
May 21, 2024

Proof-of-Work Pros and Cons: Enterprise Security and Energy Analysis

Comprehensive analysis of Proof-of-Work advantages and disadvantages for enterprises. Evaluate security benefits, energy costs, scalability challenges, and business implications.

The Pros and Cons of Proof-of-Work: A Deep Dive
May 21, 2024

The Pros and Cons of Proof-of-Work: A Deep Dive

In our last post, we introduced the concept of Proof-of-Work (PoW) and its significance in securing blockchain networks. Today, we're going to explore the depths of PoW, examining its advantages an...

Proof of Work Consensus: Complete Enterprise Guide to Blockchain Security Mechanisms
May 20, 2024Opinion

Proof of Work Consensus: Complete Enterprise Guide to Blockchain Security Mechanisms

Complete enterprise guide to Proof of Work consensus. Learn how PoW secures blockchain networks, prevents attacks, and enables decentralized agreement.

Proof-of-Work: Securing the Network
May 20, 2024

Proof-of-Work: Securing the Network

It's great to have you back for another deep dive into the fascinating world of blockchain technology. In our last post, we briefly touched on the concept of Proof of Work (PoW) in relation to mini...

Jay Schulman — Plan for Thursday