Project-Labs-x / Research Lab
We researchthe frontier.
Project-Labs-x Research is an independent lab studying AI alignment, model efficiency, decentralised systems, and the future of human-computer interaction. We publish everything.
Research tracks
Fivedomains.Onemission.
AI Alignment & Safety
ActiveModel Efficiency
ActiveDecentralised Systems
Human-Computer Interaction
ActiveMultimodal Intelligence
ActivePublications
Everythingwelearn,wepublish.
Our research is open-access by default. Papers in progress are listed here — we share findings as they emerge, not just after peer review.
Sparse Reward Propagation in Multi-Agent Environments
2025 Q1On-Device Quantisation Without Accuracy Loss: A Survey
2025 Q2Federated Inference for Privacy-Preserving AI Deployment
2025 Q3Intent-Aware UI: Reducing Cognitive Load via Predictive Interfaces
2025 Q4Our Approach
Researchshouldbepublic.Progressshouldbeshared.Thefrontierbelongstoeveryone.
We are a small team doing serious work. No hype, no closed benchmarks, no walled gardens. If we discover something useful, we share it. That's the deal.
Interested in collaborating?
We work with researchers, universities, and independent thinkers.