Ralph Wiggum as a "software engineer"

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Geoffrey Huntley
ghuntley.com Saved Monday, January 5, 2026 Readwise
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Quick Take

This hits Brian's sweet spot perfectly: a simple bash loop technique for AI automation that someone used to deliver a $50k contract for $297. The "deterministically bad in an undeterministic world" concept and iterative prompt tuning aligns with his engineering mindset and side project automation interests.

Relevant Domains

AI/agents/future of software work Engineering craft/architecture/productivity Side projects/automation/earning from skills

Blog Angles

1

"I Built My Own Ralph: What I Learned Running AI Agents in Production"

Thesis

Your Hook

2

"Why 'Deterministically Bad' AI Might Be Better Than Inconsistent Humans"

Thesis

Your Hook

3

"The $297 Contract: Breaking Down AI-Powered Freelancing ROI"

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Your Hook

4

"Prompt Engineering as Infrastructure: Building Reliable AI Workflows"

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Your Hook

Key Quotes

Ralph can replace the majority of outsourcing at most companies for greenfield projects
deterministically bad in an undeterministic world
LLMs are mirrors of operator skill

Tags

#ai-agents #automation #prompt-engineering #freelancing-roi #developer-productivity #serverless-mindset #practical-ai