Learning systems should adapt to cognition, not the other way around.
NeuroStell is a science-backed adaptive learning platform that renders the same content differently based on attention, working memory, sensory load, and pacing differences. This proof of concept shows how cognitive profiling, adaptive rendering, and multisensory delivery can work together without diagnosing anyone.
What you can test right now
- Profile cognition with a short, non-diagnostic quiz.
- Collect behavioral signals from micro tasks.
- Render the same lesson in multiple structures.
- Compare learner comfort, speed, and recall.
Proof of concept modules
These modules are live today. Together they show how NeuroStell profiles learners, maps cognitive needs, and adapts content without changing the underlying curriculum.
Cognitive constellation quiz
Probabilistic profiling from self-report preferences. Not a diagnosis.
Behavioral micro tasks
Short browser games capture attention shifts, reaction time, and memory bias.
Perceptual rendering layer
Switch the structure of the same lesson: skimmer, stepper, deep, visual, or Socratic.
Focus soundscapes
Optional audio layers that reduce fatigue and support pacing.
Adaptive rendering preview
Same content, different structures. Use the quick switcher below to preview how NeuroStell can reduce cognitive friction without changing the information itself.
Why it matters
Institutions see drop-offs when learners cannot match their attention rhythm to the delivery format. Adaptive rendering targets this mismatch without demanding extra time from educators.
- Skimmer: fast orientation and low load.
- Stepper: guided flow for working memory support.
- Deep: detailed explanation for mastery.
How the platform works
The PoC maps to the production workflow: profile learners, build interpretable neuro-constellations, adapt content, and deliver through any LMS.
Questionnaires and behavioral tasks infer cognitive preferences.
Neuro-Constellations express attention, memory, and sensory load.
Rule-based logic plus LLMs render the optimal format and pacing.
Deliver through web or LMS with SCORM/xAPI compatibility.
Validation and safeguards
NeuroStell is designed as an educational support tool. It does not diagnose. Validation focuses on learning gain, retention, and cognitive load proxies.
Research loop
Controlled pilots with institutions, followed by peer-reviewed studies.
Privacy by design
Minimal data, de-identified signals, optional exports, GDPR-ready.
Institution ready
White-label delivery, LMS integration, and accessible output formats.
Built by people who work across science, learning, and technology
NeuroStell is led by an interdisciplinary team with deep experience in learning science, product leadership, and AI infrastructure.
Sofia Gallego
Founder and CEO
Interdisciplinary scientist. Learning, complex systems, AI.
Jean‑Philippe M.C.
COO
20+ years product leadership. Serial entrepreneur in EdTech.
Ulysse Trin
CTO
Data scientist. Deep learning & AI/ML infrastructure.
Contact
Reach the team to discuss pilots, partnerships, or research collaboration.
Email:
sofiag.gallego@gmail.com
jpmdc@chastenay.co