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# education

Discussions on academic programs, online courses, and learning paths in security.

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The Producer Pipeline Problem: Why AI's Deepest Threat Isn't Content Replacement

The Producer Pipeline Problem: Why AI's Deepest Threat Isn't Content Replacement

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4 min read
Two Signals the AI Wave Is Getting Real: Anthropic’s $50B Infrastructure Push + Iceland’s Education Pilot

Two Signals the AI Wave Is Getting Real: Anthropic’s $50B Infrastructure Push + Iceland’s Education Pilot

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2 min read
I stopped setting goals. Here's what happened.
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I stopped setting goals. Here's what happened.

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1 min read
Stop Lecturing Like It’s 1999: The 'Active Learning' Protocol for Tech Mentors
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Stop Lecturing Like It’s 1999: The 'Active Learning' Protocol for Tech Mentors

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4 min read
Most AI Enablement Budgets Are Wasted on Training That Never Changes Work

Most AI Enablement Budgets Are Wasted on Training That Never Changes Work

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2 min read
Building an AI teaching assistant grounded in real Further Education practice
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Building an AI teaching assistant grounded in real Further Education practice

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2 min read
Gas Optimization Strategies: Why Your Contract Costs More (And How to Fix It)
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Gas Optimization Strategies: Why Your Contract Costs More (And How to Fix It)

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11 min read
Bitcoin L2s: How Bitcoin Is Becoming More Than “Digital Gold” in 2026
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Bitcoin L2s: How Bitcoin Is Becoming More Than “Digital Gold” in 2026

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8 min read
MiM vs MEM: Choosing Between Management Depth and Engineering Leverage
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MiM vs MEM: Choosing Between Management Depth and Engineering Leverage

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3 min read
The Ultimate Guide to Spaced Repetition: How to Remember Anything Forever
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The Ultimate Guide to Spaced Repetition: How to Remember Anything Forever

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4 min read
I Built a Bilingual Open-Source Tree Knowledge Base for Costa Rica (74 Species, Zero Ads)

I Built a Bilingual Open-Source Tree Knowledge Base for Costa Rica (74 Species, Zero Ads)

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1 min read
I want people to document their entire lives from childhood to adulthood.
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I want people to document their entire lives from childhood to adulthood.

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5 min read
Designing AI-First Study Systems: What We Learned Building for Cognitive Load

Designing AI-First Study Systems: What We Learned Building for Cognitive Load

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3 min read
β or w? for weight...
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β or w? for weight...

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2 min read
Visualizing the "Black Box": I traced a single prompt through an AI engine to see how it actually works

Visualizing the "Black Box": I traced a single prompt through an AI engine to see how it actually works

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2 min read
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