Democratic Leverage Collapse Killchain
Jul 7, 2026
Fred Luz
Freelance dev using AI to make sci-fi real. I build tools that make AI think better.
AI Safety Experiments
I’ve been running amateur evals for fun.
Two right now: contextual compliance (how context framing and fake session history injection impact a model's willingness to perform domestic mass surveillance) and agentic deception (learned to use Inspect by updating Apollo’s old insider trading paper to an agentic multi-turn environment, plus some extra I threw in).
Building Thinking
→ Exocortex
Multi-agent personal AI system — 18 named agents with persistent memory, orchestrated autonomously. Prosthetic executive function at system scale.
See project →Multi-agent personal AI system — 18 named agents with persistent memory, orchestrated autonomously. Prosthetic executive function at system scale.
See project → → AI Technical Journalism
Nobody's explaining AI properly in Portugal. I'm writing about it so people stop thinking it's a bubble that drinks 300 trillion liters of water.
Read on LinkedIn →Nobody's explaining AI properly in Portugal. I'm writing about it so people stop thinking it's a bubble that drinks 300 trillion liters of water.
Read on LinkedIn → → Freelance work
Client projects. Building pharma forecasting tools, corporate blog accuracy monitors, and content production engines.
See work →Client projects. Building pharma forecasting tools, corporate blog accuracy monitors, and content production engines.
See work → → Bluedot Courses
The AGI strategy course was a blast and I can't wait to start Frontier AI governance. Will need to write some more to further flesh out my thinking.
The AGI strategy course was a blast and I can't wait to start Frontier AI governance. Will need to write some more to further flesh out my thinking.
→ AI safety experiments
I've only recently started seriously considering the possibility of contributing to AI safety, and I'm still very green. Even though I'm extremely curious and want to run my own original experiments, implementing papers is the best way of gaining intuition
See experiments →I've only recently started seriously considering the possibility of contributing to AI safety, and I'm still very green. Even though I'm extremely curious and want to run my own original experiments, implementing papers is the best way of gaining intuition
See experiments → → Post-AGI Society
What does it mean to live when AI and robots can do everything better than you? Do you even get to live?
Watch me develop these thoughts liveWhat does it mean to live when AI and robots can do everything better than you? Do you even get to live?
Watch me develop these thoughts live •
Lisbon
Home, for better or worse.
Home, for better or worse.
Writing
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Featured Essay
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Four Futures
What happens when AI transforms the economy? The answer depends on two variables — only one is technological.