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The Fulcrum Project

Real tools, real strategies, real hope for workers navigating the AI transition

12 AI models · 37,000 words of research · One mission: help the most vulnerable

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The Reality
94%
of computer science tasks can theoretically be covered by current AI models. But only 33% are automated today. That 61-point gap is closing fast.
Source: Anthropic, "Labor market impacts of AI" (March 2026)
Inverted
The most vulnerable workers are not manual laborers. They are educated white-collar professionals: lawyers, analysts, programmers, translators. The group most exposed is 16% more female, earns 47% above median, and is 4x more likely to hold a postgraduate degree.
Source: Massenkoff & McCrory, Anthropic Economic Futures (2026)
Who Is Most at Risk
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Junior Programmers
Exposure: Critical
Entry-level coding tasks are the first to be automated. The traditional career ladder is disappearing from the bottom up.
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Writers & Translators
Exposure: Critical
Content generation, copywriting, and translation are among the highest-exposure tasks measured in 2026.
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Legal Professionals
Exposure: High
Document review, contract analysis, and legal research — 89% theoretical coverage. Enterprise adoption accelerating.
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Financial Analysts
Exposure: High
Quantitative analysis, reporting, and auditing tasks increasingly handled by AI systems with higher accuracy.
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Admin & Support
Exposure: High
Administrative coordination, customer service, scheduling — 90% theoretical coverage. Often the least visible displacement.
First Aid

Lost your job to AI? Start here.

We built a week-by-week guide for people in crisis. Not motivational platitudes. Not "learn to code." Concrete steps for stabilization, orientation, and rebuilding — starting today.

Read the First Aid Guide
What We're Building

The Fulcrum Project was born from a simple conviction: if we have access to the most powerful tools on the planet, the least we can do is put them at the service of those who need them most.

We deployed 12 AI models simultaneously — Claude, Gemini, Grok, DeepSeek, ChatGPT, Copilot, Qwen, Genspark, Meta AI, Perplexity, Mistral, and Kimi — each with a tailored research prompt, to produce 37,000 words of analysis. Then we synthesized them into something none could produce alone.

This is not a commercial project. There is nothing to buy. We are building free tools, guides, and resources for workers navigating the most significant labor market shift in a generation.

Coming soon: reinvention roadmaps by profession, a vulnerability calculator, a resource directory by country, and regular analysis of the evolving landscape.

Carles Garcia Bach & Hypatia
Harmony Nexus Vitae · March 2026