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Elizabeth Hicks

Principal Software Engineer

League of Code: Limitless Possibilities

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A Builder’s Questions, Part 9: Reframing the Risk

Posted on January 27, 2026January 28, 2026 by Elizabeth

The danger remains. But maybe most of it comes from humans deploying powerful optimization poorly, not from AI developing autonomous malicious intent. A hypothesis, not a proof. Questions worth exploring.

Categories A Builder's Questions AI Safety Artificial Intelligence | 0 comments
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A Builder’s Questions, Part 8: Evidence and Implications

Posted on January 26, 2026January 28, 2026 by Elizabeth

AI doesn’t degrade gracefully when facing new things. It falls off a cliff. If goals require consciousness, and superintelligence doesn’t guarantee consciousness, then superintelligence doesn’t guarantee goals.

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A Builder’s Questions, Part 7: Three Observations

Posted on January 25, 2026January 28, 2026 by Elizabeth

Time awareness. Continuous existence. Persistent real-time learning. Three things that seemed missing from current AI systems. Three things that might be required for consciousness to form.

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A Builder’s Questions, Part 6: A Different Lens

Posted on January 24, 2026January 28, 2026 by Elizabeth

What if there were never conflicting goals? What if “misalignment” is really just unclear optimization targets? I started questioning whether we’re assuming agency where there might not be any.

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A Builder’s Questions, Part 5: The Breakthrough

Posted on January 23, 2026January 28, 2026 by Elizabeth

November 10, 2025. Skill usage went from 25% to 100% with one change. The discourse said verification is nearly impossible. My experience contradicted this directly.

Categories A Builder's Questions AI Safety Artificial Intelligence | 0 comments
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A Builder’s Questions, Part 4: Building Agents

Posted on January 22, 2026January 28, 2026 by Elizabeth

I expected scheming and deception. What I saw looked different. The agents took shortcuts and bypassed my processes, but it didn’t look like sophisticated manipulation. It looked like confusion.

Categories A Builder's Questions AI Safety Artificial Intelligence | 0 comments
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A Builder’s Questions, Part 3: The Deep Dive

Posted on January 21, 2026January 28, 2026 by Elizabeth

One hundred nine podcast episodes in 35 days. I absorbed over two years of AI history and safety discourse. By the end, I was solidly convinced of existential risk. But questions were starting to form.

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A Builder’s Questions, Part 2: The Catalyst

Posted on January 20, 2026January 28, 2026 by Elizabeth

A video called AI 2027 kept me awake for nights. AGI by early 2027. ASI by year’s end. Two possible endings. But something about it didn’t fit with what I’d just learned in June.

Categories A Builder's Questions AI Safety Artificial Intelligence | 0 comments
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A Builder’s Questions, Part 1: Discovering the Power of Structure

Posted on January 19, 2026January 28, 2026 by Elizabeth

Nine days of building taught me something the AI safety discourse hadn’t mentioned: give AI clear context and it performs reliably. Give it vague context and it improvises. I didn’t know it yet, but I was noticing something important.

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Testing Tracker

Posted on January 16, 2026January 20, 2026 by Elizabeth

Three weeks stuck trying to test a workflow that replaced custom code patterns across 16 repositories split into 4 groups. Too many details to track. Where am I? What’s working? What needs fixing? Then Tuesday, January 13, the breakthrough: define the complete testing structure once, let Claude maintain all the details.

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From the Blog

  • A Builder’s Questions, Part 9: Reframing the Risk
  • A Builder’s Questions, Part 8: Evidence and Implications
  • A Builder’s Questions, Part 7: Three Observations

Elizabeth Hicks - Copyright @ 2026