Design & UX

脑结构-功能耦合线性生成框架。从扩散加权成像(DWI)结构连接预测静息态fMRI功能连接，揭示整合枢纽和中介枢纽的机制，支持虚拟损伤实验。适用于脑连接组学、神经影像分析、结构-功能关系研究。触发词：结构功能耦合、脑连接组、结构连接、功能连接、整合枢纽、structure-function coupling、structural connectivity、functional connectivity、integrator hub、mediator hub。

Layer-wise Interactive Dual-Stream Network (LI-DSN) for EEG Motor Imagery decoding with cross-subject generalization, spatial-temporal dual-stream architecture, and layer-wise interactive fusion. Addresses the challenge of EEG signal variability across subjects through dual-stream processing and interactive fusion at each network layer. Use when: EEG motor imagery decoding, cross-subject EEG classification, dual-stream neural networks, layer-wise feature fusion, brain-computer interface class...

Hierarchical control design via approximate simulation relations (ε-gAAS). Enables abstraction-based controller synthesis for continuous-time nonlinear systems with formal error bounds and control refinement guarantees. Use when: (1) designing controllers for complex continuous-time systems via model abstraction, (2) needing formal guarantees that abstract controllers transfer to concrete systems, (3) working with simulation relations for control refinement, (4) building hierarchical control ...

Grounded world models in biological organisms and future embodied AI - arXiv:2607.13560 - A framework for understanding how biological intelligence builds grounded world models through interaction, with implications for embodied AI

Framework for designing heterogeneous AI architectures that avoid the 'giant hippocampus' problem of applying one architectural template (like Transformers) to all cognitive tasks, instead using structurally diverse modules with standardized interfaces.

脑动力学生成模型综述框架。整合计算神经科学、非线性动力学、数据驱动方法的生成模型方法论，涵盖不同组织尺度和抽象层次。适用于脑动力学建模、神经数据分析、科学机器学习。触发词：脑动力学、生成模型、神经动力学、动态系统模型、brain dynamics、generative model、neural dynamics、computational neuroscience、Dynamical systems。

A skill for understanding and applying the computational phenomenology of focused-attention meditation based on the arXiv paper "Thoughtseeds as Latent Causes: A Dual-Process Computational Phenomenology of Focused-Attention Meditation" (arXiv:2607.14833v1).

Optical neural networks using coherent transient dynamics in waveguide QED for all-optical neuromorphic computing

Skill for understanding and applying the research from arXiv:2607.13644 "Evaluating Encoding Strategies for Closed-Loop Classification in Biological Neural Networks"

fMRI2GES: Dual brain decoding alignment framework for co-speech gesture reconstruction from fMRI signals. Maps brain responses to external stimuli and decodes gestural behavior through dual-alignment brain decoding. Activation: fMRI gesture reconstruction, brain-to-gesture decoding, fMRI2GES, co-speech gesture brain decoding, dual brain decoding alignment.

Federated Quantum Neural Network methodology for privacy-preserving medical image diagnosis. Combines federated learning with quantum neural networks for distributed medical imaging analysis without sharing raw patient data. Use when: federated quantum learning, privacy-preserving medical AI, distributed quantum ML for healthcare, FQPDR pattern.

Efficient fault-tolerant ancilla preparation for quantum BCH codes via cyclic symmetry. Two-stage approach using non-fault-tolerant preparation + entanglement distillation with cyclic symmetry exploitation. arXiv: 2605.19471.

EyeBrain methodology for classifying left and right brain lateralization activity using pupil diameter and fixation duration. Non-invasive cognitive state detection via eye-tracking. Triggers: eyebrain, brain lateralization, pupil diameter, fixation duration, eye-tracking, cognitive load.

Skill for understanding and applying the research from arXiv:2607.13644 "Evaluating Encoding Strategies for Closed-Loop Classification in Biological Neural Networks"

Embodied Virtual Reality feedback methodology for continuous 3D motor imagery BCI decoding. First systematic investigation showing VR feedback elicits more decodable and generalizable neural representations than screen feedback. CNN-LSTM decoder achieves r=0.762 under VR vs r=0.672 screen. Use when: (1) Designing continuous BCIs for intuitive motor control, (2) Implementing VR-based neurorehabilitation systems, (3) Studying neural representation generalization across feedback modalities, (4) ...

Code-Modulated Motion Visual Evoked Potential (c-MVEP) methodology for brain-computer interfacing using motion stimulation instead of flickering. Use when: designing BCI paradigms, visual evoked potential stimulation, motion-based BCI, reducing visual fatigue in SSVEP/c-VEP systems, EEG-based BCI with pseudo-random sequences. Activation: c-MVEP, motion VEP BCI, code-modulated motion, visual evoked potential BCI, flicker-free BCI, SSVEP alternative, c-VEP alternative.

BCPNN (Bayesian Confidence Propagation Neural Network) native explainability framework. First XAI taxonomy for BCPNN, mapping architectural primitives to attribution, prototype, concept, counterfactual, and mechanistic explanations. Introduces 16 architecture-level explanation primitives (P1–P16) computed from quantities the model already maintains, plus 5 design-time Configuration-as- Explanation primitives (Config-P1 to Config-P5). Addresses EU AI Act compliance for brain-like neural networ...

Framework for understanding the nonlinear scaling relationship between brain-computer interface bandwidth and meaningful human input/output capacity, distinguishing between raw bandwidth, decodable neural states, and information a person can actually use, confirm, and express through embodiment, learning, and subject expression constraints

BCPNN (Bayesian Confidence Propagation Neural Network) native explainability framework. First XAI taxonomy for BCPNN, mapping architectural primitives to attribution, prototype, concept, counterfactual, and mechanistic explanations. Introduces 16 architecture-level explanation primitives (P1–P16) computed from quantities the model already maintains, plus 5 design-time Configuration-as- Explanation primitives (Config-P1 to Config-P5). Addresses EU AI Act compliance for brain-like neural networ...

Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation derivations, architecture diagrams, and data stories. Use when users request: animated explanations, math animations, concept visualizations, algorithm walkthroughs, technical explainers, 3Blue1Brown style videos, or any programmatic animation with geometric/mathematical content.

Use when building, updating, or styling any monday Builders presentation, slide deck, internal pitch, kickoff doc, or HTML deliverable that should match the official Builders brand. Provides the canonical color palette, typography, gradient stroke, cover decorations, card patterns, and layout primitives sourced from the 2026 Builders Kickoff master deck. Invoke when user mentions "Builders deck", "Builders style", "match the deck", "make it on-brand", "kickoff style", or asks to design a slid...

Autonomous build-ship-verify loop that ends with code committed, deployed, and confirmed live. Triggers on: "$ownership", "execute X with ownership", "build this overnight", or any request for an autonomous product loop with no human checkpoints until production is verified. NOT for: one-off tasks, quick fixes, or supervised dev work (use devprocess for those).

UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 9 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind, shadcn/ui). Actions: plan, build, cr...

Create interface designs, wireframes, and design systems. Masters user research, accessibility standards, and modern design tools.