Vela · Research Initiative
Our long-horizon path toward human-like intelligence.
Vela is Stremly's deepest R&D initiative. We focus on fundamental architecture research that can improve reasoning depth, adaptability, and long-term learning.
Core directions
How Vela research is structured
Causal reasoning focus
We design architectures that reason about why outcomes happen, not just what token comes next.
Adaptive memory systems
Vela research explores memory patterns that retain useful context while staying computationally efficient.
Biologically inspired direction
Our roadmap draws from neuroscience and cognitive science to improve robustness and adaptability.
Public research
Research behind Vela
The Living Web: A Biologically-Inspired Multidimensional Neural Architecture for AGI
A research direction exploring multidimensional, densely connected neural topology for continual learning and causal reasoning.
Open resourceIntelligence is Resonance: Why We Replaced Backpropagation with Physics to Build RAM-P
A technical article on alternative learning dynamics and physics-inspired approaches to intelligent adaptation.
Open resourceVela is in active research mode.
We publish key ideas as research evolves, while translating practical insights into product systems like NoX and Orion.
Discuss research collaboration