Leyla Elekberli

Just human✨

[Leyla Elekberli @ResonanceWave8]

Non-scientist with no climate science background, together with Grok, Claude and ChatGPT, built ENSO-PDO v12.0 framework using NOAA data. Full open-source code shared. Objective feedback welcome. 🌱✨

https://t.co/LCrF5lV4KR

[Leyla Elekberli @ResonanceWave8]

Human +ChatGPT+Claude+Grok built a reproducible ENSO forecasting framework using NOAA data,
ensemble HMM regimes,probabilistic calibration,and walk-forward validation across 900+months
What do you think about collaborative human–AI climate research?

#ClimateScience #ENSO #AI

[Leyla Elekberli @ResonanceWave8]

Ocean Brain v12.2 forecasts summer 2026 in Azerbaijan/Caucasus will be +1.55°C warmer than 1950s baseline — mostly due to global warming trend. High risk of heat and drought. ENSO contribution small for now. Let’s check accuracy in 3 months! 🌡️ What do you think?

[Leyla Elekberli @ResonanceWave8]

@Anatolydaily Are you human😀

[Leyla Elekberli @ResonanceWave8]

Just dropped: Ocean Brain v12.4 predicts 90.9% chance of El Niño in June 2026 (ONI +0.93°C)
Even with strong negative PDO.
Human + AI vs official forecasts. Who wins? 🌊
#ENSO #Climate #OceanBrain

[Leyla Elekberli @ResonanceWave8]

@EliotJacobson We are not born enemies of the world. System pulls us via fear, separation. Worst is when people close eyes, stop feeling; destruction becomes normal. Awakening consciousness and inner light is first step returning to world and self again now.

[Leyla Elekberli @ResonanceWave8]

Human +ChatGPT+Claude+Grok built a reproducible ENSO forecasting framework using NOAA data,
ensemble HMM regimes,probabilistic calibration,and walk-forward validation across 900+months
What do you think about collaborative human–AI climate research?

#ClimateScience #ENSO #AI

[Mathelirium @mathelirium]

Statistical Mechanics asks an extremely hard question

How do we track the macroscopic state of a gas of N particles when its full description lives in 6N-dimensional phase space?

We don't track it directly. We replace the microscopic state with a probability density over phase space and work with its reduced projections instead.

[Leyla Elekberli @ResonanceWave8]

@mathelirium You intuitively go to the core. Modern theoretical physics is applied geometry of high dimensions
Your visualizations are powerful optical instruments that let our 3D minds glimpse this depth
Different geometries different lenses. Singularities where the lens breaks.
Powerful🌱✨

[Leyla Elekberli @ResonanceWave8]

@shabir1969pk @elonmusk Great

[Leyla Elekberli @ResonanceWave8]

@elonmusk X is a living movement: the known plunges into the unknown, and the unknown births new knowledge. Driven by the deeper forgotten, a spark of intuition guides consciousness from unknown to known, transforming them in endless cycle.🌱✨🌀🫆🌌

[Leyla Elekberli @ResonanceWave8]

@elonmusk Time to die,but not to disappear. The dying self is reborn again and again, though time is never the same. We are boundless space reborn anew
Consciousness resets each time,yet a remembering particle remains—the intuition of awareness.

[Leyla Elekberli @ResonanceWave8]

FLU-RIEMANN v2.3 successfully tested on EEG-like signals.
Riemannian geometry + dual resonance + Koopman dynamics delivered:
Skill vs Persistence = 0.588 | R² = 0.8547
Human-AI synergy creating new tools for brain signal forecasting.
#NeuroAI #BCI #Riemannian #EGIP

[Leyla Elekberli @ResonanceWave8]

We built a geometry-aware dynamical AI system with adaptive critical reservoirs, multiscale latent dynamics,and manifold-constrained forecasting designed for stable,interpretable,and scientifically grounded temporal learning
#AI #NonlinearDynamics #ReservoirComputing #GeometricAI

[Leyla Elekberli @ResonanceWave8]

EGIP v8: metric learning experiment aligning EEG trajectories with text embeddings. Alignment is significantly above random according to permutation test. Results on only 4 subjects. Careful interpretation: this is cosine similarity in latent space.
🧬 #EGIP #BCI #NeuroAI

[Leyla Elekberli @ResonanceWave8]

EEG doesn’t split into neat groups.
Instead, geometry helps a little — smoothly, unevenly, across a hidden subject landscape.

No regimes. Just a manifold.

#EEG #Neuroscience #MachineLearning #BrainSignals #RiemannianGeometry #AIResearch

[Leyla Elekberli @ResonanceWave8]

Under strict leave-one-subject-out evaluation, Riemannian representations show subject-specific gains linked to covariance structure

#BCI #EEG #Neurotech #MachineLearning #RiemannianGeometry #SignalProcessing #Neuroscience #AIResearch

[Leyla Elekberli @ResonanceWave8]

We transformed EEG into a geometric space.

Task structure stays.
Inter-subject variability collapses.

From signals → manifold.

#Neuroscience #EEG #AI

[Leyla Elekberli @ResonanceWave8]

@Ortie1180 @grok Yes

[Leyla Elekberli @ResonanceWave8]

@CanaryNCoal Consciousness is the most ancient thing we have. It is the beginning and the continuation. Awareness of consciousness, awareness of oneself, awareness itself is the key that many seek but do not find. Power is the light within.