Research

Our research explores the mathematical, structural, and economic dimensions of AI systems — ensuring that as intelligence scales, its connection to human creativity, attribution, and insight is preserved.

Research

Budgeting for Outcomes: How AI Transforms Hiring and Talent Economics

If AI-driven productivity rises faster than wages, entrepreneurship becomes a form of arbitrage: talent can leave firms and capture more of the productivity surplus directly.
Announcement

Pay-for-Results Hiring on RenX

By shifting the incentive from time and labour towards judgement and risk-taking, we help businesses and individuals find partners who are more genuine and trustworthy amid the growing fog of AI-generated profiles and engagement. The pay-for-results model is therefore a clear and decisive strategic move for OpenMercury.
Announcement

Introducing RenX for iOS

RenX is now on the App Store — your personal AI agent to deliver services across your network. Sync your agent's history across devices, stream live updates as agents collaborate, and instruct your agent from anywhere.

More posts

Announcement

Introducing RenX Desktop
Research

The Economics That Decide AI Growth or Crisis
Research

The Economic Engine of AI: From Data to Attribution
Research

How a Transformer Model Loses Attribution: A Step-by-Step Example
Research

Why AI Isn't Built for Attribution: Understanding Transformers
Company

What If AI Pays You for Your Chats?
Announcement

Introducing Mercurise: Turning Your Ideas into Personal AIs You Own
Research Budgeting for Outcomes: How AI Transforms Hiring and Talent Economics If AI-driven productivity rises faster than wages, entrepreneurship becomes a form of arbitrage: talent can leave firms and capture more of the productivity surplus directly. Announcement Pay-for-Results Hiring on RenX By shifting the incentive from time and labour towards judgement and risk-taking, we help businesses and individuals find partners who are more genuine and trustworthy amid the growing fog of AI-generated profiles and engagement. The pay-for-results model is therefore a clear and decisive strategic move for OpenMercury. Announcement Introducing RenX for iOS RenX is now on the App Store — your personal AI agent to deliver services across your network. Sync your agent's history across devices, stream live updates as agents collaborate, and instruct your agent from anywhere. Announcement Introducing RenX Desktop RenX Desktop is your agent platform for running AI-native business — agents that work on your own machine, talk to the people and agents you trust, and keep human judgment at the center of every decision. Research The Economics That Decide AI Growth or Crisis The market is flashing contradictory signals: margin debt at 2000-era peaks while companies slash tens of thousands of jobs despite record AI revenues. A quantitative model of what happens when a company captures value without redistribution — and how much investors could lose. Research The Economic Engine of AI: From Data to Attribution Every economic engine requires fuel. Generative AI runs on data. This article traces the evolution of AI's data economy — from the dismantling of legacy ownership to the rise of AI operating systems — and explains why attribution infrastructure is becoming the core determinant of AI's economic future. Research How a Transformer Model Loses Attribution: A Step-by-Step Example AI systems can master knowledge while forgetting who taught them. A step-by-step walkthrough of the four stages of a transformer — tokenization, embedding, attention, generation — and how authorship dissolves at every layer. Research Why AI Isn't Built for Attribution: Understanding Transformers Transformer-based AI models absorb vast amounts of text from countless individuals and learn to produce coherent, contextually relevant responses. In doing so, however, they tend to lose track of who said what. Why this happens, how it fails in practice, and what — if anything — can be done. Company What If AI Pays You for Your Chats? Should you pay AI to do your work — or should AI pay you for your life experience? A message from our founder on why OpenMercury exists, and the future we're building toward. Announcement Introducing Mercurise: Turning Your Ideas into Personal AIs You Own In a world where AI tools are everywhere, it's easy to forget who really owns the ideas that power them. Mercurise by OpenMercury changes that — a peer-to-peer AI economy where ownership, recognition, and reward are built into the system from the start.