Democratic Leverage Collapse Killchain
Jul 7, 2026
Freelance dev using AI to make sci-fi real. I build tools that make AI think better.
I’ve been running amateur evals for fun. They’re focused on agentic behavior and contextual jailbreaking.
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 (updating Apollo’s 2023 insider trading paper to an agentic multi-turn environment, plus some extra I threw in).
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 →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 →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 →I’ve finished BlueDot Impact’s AGI Strategy and Frontier AI Governance courses. I’m taking what I learnt and applying those frameworks to shape AGI policy through technical evals.
I’ve finished BlueDot Impact’s AGI Strategy and Frontier AI Governance courses. I’m taking what I learnt and applying those frameworks to shape AGI policy through technical evals.
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 →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 liveHome, for better or worse.
Home, for better or worse.
What happens when AI transforms the economy? The answer depends on two variables — only one is technological.