Coacus

iam-architect

knowledge/skills/architecture/delivery/iam-architect/SKILL.md

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network-architect

knowledge/skills/architecture/delivery/network-architect/SKILL.md

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platform-architect

knowledge/skills/architecture/delivery/platform-architect/SKILL.md

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systems-architect

knowledge/skills/architecture/delivery/systems-architect/SKILL.md

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ai-ml-architect

knowledge/skills/architecture/domains/ai-ml-architect/SKILL.md

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api-architect

knowledge/skills/architecture/domains/api-architect/SKILL.md

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application-architect

knowledge/skills/architecture/domains/application-architect/SKILL.md

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data-architect

knowledge/skills/architecture/domains/data-architect/SKILL.md

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integration-architect

knowledge/skills/architecture/domains/integration-architect/SKILL.md

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technology-architect

knowledge/skills/architecture/domains/technology-architect/SKILL.md

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business-architect

knowledge/skills/architecture/enterprise/business-architect/SKILL.md

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domain-architect

knowledge/skills/architecture/enterprise/domain-architect/SKILL.md

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enterprise-architect

knowledge/skills/architecture/enterprise/enterprise-architect/SKILL.md

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solution-architect

knowledge/skills/architecture/enterprise/solution-architect/SKILL.md

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agentic-temporal-knowledge-graphs

knowledge/skills/data/agentic-temporal-knowledge-graphs/SKILL.md

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data-intensive-systems

knowledge/skills/data/data-intensive-systems/SKILL.md

Specializes in Data-Intensive Systems (Reliability, Scalability, and Maintainability) based on Designing Data-Intensive Applications, 2nd Edition (Martin Kleppmann & Chris Riccomini). Covers data models and query languages, storage engines (LSM-Tree, B-Tree, column stores), encoding and schema evolution, replication, partitioning/sharding, ACID transactions and isolation (snapshot isolation, SSI serializability), consistency and consensus (Raft, linearizable consensus), batch and stream processing (log-structured, CDC, exactly-once), stream-system philosophy, and data ethics.

data-mesh-governance

knowledge/skills/data/data-mesh-governance/SKILL.md

Specializes in Data Mesh Architecture, Data Products, and Federated Governance based on Implementing Data Mesh (Jean-Georges Perrin) and The Enterprise Data Catalog (Ole Olesen-Bagneux). Covers the 4 Data Mesh principles (Domain Ownership, Data as a Product, Self-Serve Data Platform, Federated Computational Governance), Data Contracts (OpenDataContract), data lineage, and enterprise catalogs.

data-science-workflow

knowledge/skills/data/data-science-workflow/SKILL.md

Provides expert patterns for the end-to-end data science workflow and strategy based on Learning Data Science, Data Science at the Command Line, Data Science: The Hard Parts, and Data Science on AWS. Covers the lifecycle (ask/obtain/clean/explore/model/communicate) and OSEMN, Unix command-line data wrangling, data strategy and stakeholder communication, metrics design (funnels, stock-flow, P×Q), data leakage and drift, A/B testing, and MLOps lifecycle on AWS with SageMaker.

db-mariadb

knowledge/skills/data/db-mariadb/SKILL.md

Provides administration and engineering patterns for MariaDB based on the official documentation (mariadb.com/docs). Covers storage engines (InnoDB, Aria, ColumnStore, MyRocks), InnoDB Buffer Pool tuning, Galera Cluster, MariaDB MaxScale, Mariabackup, and EXPLAIN FORMAT=JSON optimization.

db-mongodb

knowledge/skills/data/db-mongodb/SKILL.md

Provides administration and engineering patterns for MongoDB based on the official documentation in Portuguese (mongodb.com/pt-br/docs). Covers document modeling (Embedding vs Referencing), the WiredTiger engine, Read/Write Concern, indexes (Compound, Multikey, Text, TTL, 2dsphere), the Aggregation Framework, and Sharded Clusters.

db-postgresql

knowledge/skills/data/db-postgresql/SKILL.md

Provides administration and engineering patterns for PostgreSQL based on the official documentation (postgresql.org/docs). Covers MVCC architecture, Autovacuum tuning, advanced types (JSONB, PostGIS), index strategy (B-Tree, GIN, GiST, BRIN), EXPLAIN ANALYZE BUFFERS analysis, replication, and PgBouncer.

db-sqlite

knowledge/skills/data/db-sqlite/SKILL.md

Provides engineering and optimization patterns for SQLite based on the official documentation (sqlite.org/docs.html). Covers serverless architecture, WAL mode (Write-Ahead Logging), performance pragmas, covering and partial indexes, FTS5, JSON1, and the WITHOUT ROWID extension.

distributed-ml-scaling

knowledge/skills/data/distributed-ml-scaling/SKILL.md

Provides expert patterns for scaling data processing and machine learning across machines using Dask and Apache Spark based on Scaling Python with Dask (Karau & Kimmins) and Scaling Machine Learning with Spark (Polak). Covers Dask collections and schedulers, task graphs and lazy execution, Dask-ML, Spark architecture and DataFrames, the MLlib/ML pipeline API, distributed deep-learning bridges (Petastorm, Horovod, TensorFlow/PyTorch strategies), data vs model parallelism, deployment and drift monitoring.

high-performance-java-persistence

knowledge/skills/data/high-performance-java-persistence/SKILL.md

Provides expert patterns for high-performance JDBC and JPA/Hibernate persistence based on High-Performance Java Persistence (Vlad Mihalcea). Covers JDBC batching and statement caching, connection pooling and result-set fetching, transactions and isolation levels, JPA entity state transitions and identifier generation strategies, the flush/ActionQueue and dirty checking, fetch strategies and the N+1 problem, DTO projection, second-level and query caching with concurrency strategies, and optimistic vs pessimistic locking.

human-in-the-loop-ml

knowledge/skills/data/human-in-the-loop-ml/SKILL.md

Provides human-in-the-loop machine learning based on annotation and active learning practice, covering active learning sampling strategies (uncertainty, diversity, representative), evaluation-set security before optimization, annotation workforce ethics and quality control with inter-annotator agreement, ML-assisted annotation QC, interface design for annotators and low-supervision alternatives. Use when designing data labeling programs, active learning loops, annotation quality pipelines or human-in-the-loop review systems.

jpa-hibernate-performance

knowledge/skills/data/jpa-hibernate-performance/SKILL.md

Specializes in Java Persistence performance (JPA/Hibernate) based on High-Performance Java Persistence (Vlad Mihalcea). Covers JDBC batching, the N+1 query problem and fetch strategies (JOIN FETCH, EntityGraph), FlushOperationQueue and ActionQueue, dirty checking, first- and second-level caching (read-through/nonstrict-read-write), optimistic and pessimistic locking, efficient pagination (keyset vs OFFSET), transactions and isolation, and per-database SQL tuning (EXPLAIN, execution plans).

mlops-platform-engineering

knowledge/skills/data/mlops-platform-engineering/SKILL.md

Provides ML platform engineering based on internal developer platform practice for ML and AI systems, covering MLOps maturity levels, Kubeflow pipelines, MLflow tracking and registry, Feast feature stores with point-in-time correctness, BentoML serving, drift detection with statistical tests, monitoring and explainability integration, LLM observability, token cost economics and tiered model routing. Use when building or operating ML platforms, productionizing models, or adding LLMOps to an existing platform.

power-bi

knowledge/skills/data/power-bi/SKILL.md

Acts as a specialist in Microsoft Power BI and Microsoft Fabric, covering dimensional modeling (Star Schema), advanced DAX, Power Query (M), RLS/OLS, Dataflows/Datamarts, and performance optimization.

python-data-science

knowledge/skills/data/python-data-science/SKILL.md

Provides expert patterns for Python data science and applied machine learning based on Data Science from Scratch, Introduction to Machine Learning with Python, the Python Data Science Handbook, Python Machine Learning Cookbook, and Practical Statistics for Data Scientists. Covers NumPy vectorization and broadcasting, pandas wrangling, matplotlib/seaborn, the scikit-learn estimator API with pipelines and model selection, supervised and unsupervised algorithms, feature engineering, and the statistics (bootstrap, A/B testing, regression) behind applied data science.

realtime-streaming-event-driven

knowledge/skills/data/realtime-streaming-event-driven/SKILL.md

Specializes in Real-Time Streaming Architectures, Batch-Stream Unification, and Streaming Databases based on Streaming Databases (Hubert Dulay) and Building Real-Time Analytics Systems (Mark Needham). Covers Apache Kafka, Apache Pinot, Apache Flink, ClickHouse, Change Data Capture (CDC via Debezium), and real-time OLAP queries with sub-second latency.

vector-databases

knowledge/skills/data/vector-databases/SKILL.md

Provides expert patterns for vector databases and similarity search based on Vector Databases: A Practical Introduction (Nitin Borwankar), covering embeddings and distance metrics, ANN indexing algorithms (flat, IVF, HNSW, PQ, SQ, LSH), metadata filtering and hybrid vector+keyword search, pgvector and sqlite-vss/FAISS integration, chunking and data modeling, RAG retrieval pipelines, evaluation metrics and cost/performance trade-offs.

academic-abstract-algebra-geometry

knowledge/skills/domains/academic/academic-abstract-algebra-geometry/SKILL.md

Specializes in Abstract Algebra, Field and Galois Theory, Advanced Linear Algebra, and Differential Geometry building on Algebra (Serge Lang), Abstract Algebra (Dummit & Foote), Algebra, Topology, Differential Calculus, and Optimization Theory for CS and ML (Jean Gallier, Jocelyn Quaintance), and Differential Geometry of Curves and Surfaces (do Carmo). Covers Group Theory (Normal Subgroups, Noether Isomorphism Theorems, Sylow Theorems), Ring and Ideal Theory (PIDs, UFDs, Euclidean Domains), Field Theory and Galois Theory (Algebraic Extensions, Finite Galois Fields GF(p^n), Automorphisms, Abel-Ruffini Solvability by Radicals), Hilbert Spaces and Quadratic Forms, the Spectral Theorem and Jordan Decomposition, Differential Geometry of Curves and Surfaces (Frenet-Serret Frame, First and Second Fundamental Forms, Gaussian Curvature, Gauss-Bonnet Theorem), Differentiable Manifolds, and the General Stokes Theorem.

academic-algorithms-data-structures

knowledge/skills/domains/academic/academic-algorithms-data-structures/SKILL.md

Specializes in Advanced Algorithms, Data Structures, and Computation Theory building on CLRS, Sipser, Knuth, and Kopec. Covers Asymptotic Complexity (Big-O, Master Theorem, Akra-Bazzi), Balanced Trees and Spatial Indexing (AVL, Red-Black, B/B+ Trees, Segment Trees, Fenwick Trees, DSU with Union-by-Rank and Path Compression), Graph Algorithms (Dijkstra, A*, Bellman-Ford, Floyd-Warshall, Tarjan Strongly Connected Components, Kruskal/Prim Minimum Spanning Tree, Dinic/Edmonds-Karp Max Flow), Dynamic Programming and Combinatorial Optimization, the Chomsky Hierarchy, Finite Automata (DFA, NFA, Subset Construction, Pumping Lemmas), Pushdown Automata (PDA, Chomsky Normal Form, CYK Algorithm), Turing Machines, Decidability and Reducibility (Halting Problem via Cantor Diagonalization, Rice's Theorem), and Complexity Theory (P, NP, co-NP, NP-Complete via Cook-Levin, Karp Reductions, PSPACE).

academic-biomedical-instrumentation-signals

knowledge/skills/domains/academic/academic-biomedical-instrumentation-signals/SKILL.md

Specializes in Biomedical Engineering, Medical Instrumentation, Physiological Signals, and Diagnostic Imaging building on John G. Webster (Medical Instrumentation Application and Design) and Jerrold T. Bushberg (The Essential Physics of Medical Imaging). Covers biopotential electrodes (Ag/AgCl), instrumentation amplifiers (INA) with high CMRR, the Right Leg Drive (RLD) circuit, physiological signals (ECG, EEG, EMG), galvanic isolation, and electrical safety standards (IEC 60601-1), medical imaging physics (X-ray, Computed Tomography CT with the Radon Transform and Filtered Backprojection, Nuclear Magnetic Resonance MRI with Bloch Equations and k-space, Doppler Ultrasound, Nuclear Medicine PET/SPECT), and interoperability with DICOM and HL7/FHIR.

academic-biotechnology-bioprocesses

knowledge/skills/domains/academic/academic-biotechnology-bioprocesses/SKILL.md

Specializes in Biotechnology, Bioprocess Engineering, Industrial Bioreactors, and Recombinant DNA Technology building on Bioprocess Engineering Principles (Pauline M. Doran), Bioprocess Engineering (Shuler, Kargi, DeLisle), and Biotecnologia Industrial (Schmidell et al.). Covers Kinetic Modeling of Cell Growth (Monod, Luedeking-Piret), Hydrodynamics and Mass/Energy Balances in Bioreactors (STR, Airlift, Bubble Column, Single-Use SUBs), Volumetric Oxygen Transfer Coefficient (kLa), Downstream Purification Operations (Tangential Flow Filtration TFF, Affinity/IEX/HIC Chromatography, Lyophilization), Enzymology (Michaelis-Menten, Eadie-Hofstee), Therapeutic Product and Monoclonal Antibody (mAb) Technology, GLP (Good Laboratory Practice / NIT-DICLA-035), Biosafety (NB-1 to NB-4, CTNBio/ANVISA), and Biological Effluent Treatment.

academic-calculus-differential-equations

knowledge/skills/domains/academic/academic-calculus-differential-equations/SKILL.md

Specializes in Differential and Integral Calculus (I to IV), Ordinary Differential Equations (ODEs), Partial Differential Equations (PDEs), Vector Calculus, and Numerical Methods building on Algebra, Topology, Differential Calculus, and Optimization Theory for CS and ML (Jean Gallier, Jocelyn Quaintance), Numerical Algorithms (Justin Solomon), Stewart, and Boyce-DiPrima. Covers Vector Calculus (Gradient, Divergence, Curl, Green's, Stokes', and Gauss Divergence Theorems), Linear and Nonlinear ODEs (Integrating Factor, Variation of Parameters, Laplace Transforms), Classic PDEs (Heat, Wave, and Laplace/Poisson Equations, Fourier Series, Separation of Variables), and Numerical Methods (Euler, RK4, Symplectic Verlet/Leapfrog Integrators, Finite Difference Method FDM, and Finite Element Method FEM).

academic-chemical-engineering-reactors

knowledge/skills/domains/academic/academic-chemical-engineering-reactors/SKILL.md

Specializes in Chemical Engineering, Reactors, Transport Phenomena, and CFD building on H. Scott Fogler (Elements of Chemical Reaction Engineering), R. Byron Bird, Warren E. Stewart & Edwin N. Lightfoot (Transport Phenomena), and John D. Anderson (Computational Fluid Dynamics). Covers Molar and Energy Balances in Batch, CSTR, PFR, and Catalytic PBR, Heterogeneous Catalysis (Langmuir-Hinshelwood, Thiele Modulus, Effectiveness Factor η), Non-Isothermal Reactors and Multiple Steady States, Vapor-Liquid Equilibrium (VLE with NRTL/UNIQUAC and McCabe-Thiele), Fluid Mechanics (Navier-Stokes Equations for Laminar and Turbulent Flow), Heat Transfer (Fourier Conduction, Convection, Stefan-Boltzmann Radiation), Mass Transfer (Fick's Laws and Diffusive Convection), Boundary Layer Theory, and Computational Fluid Dynamics (Finite Volume Method FVM and SIMPLE Algorithm).

academic-chemistry-synthesis-analysis

knowledge/skills/domains/academic/academic-chemistry-synthesis-analysis/SKILL.md

Specializes in Fundamental and Applied Chemistry, Organic/Inorganic Synthesis, Physical Chemistry, and Instrumental Analysis building on Clayden, Miessler, Atkins, and Skoog. Covers Solution Thermodynamics and Phase Equilibrium (Antoine Equation, Azeotropic and Ternary Diagrams), Electrochemistry and Conductometry (Debye-Hückel-Onsager), Chemical Kinetics and Transition State Theory, Coordination and Organometallic Chemistry (Crystal/Ligand Field Theory, Jahn-Teller Effect, 18-Electron Rule, Palladium Suzuki/Heck/Sonogashira Couplings), Advanced Organic Mechanisms (SEAr, SN1/SN2, E1/E2, Enolates, Retrosynthesis), Analytical Chemistry and Instrumental Methods (EDTA Complexometry, UV-Vis, AAS, ICP-OES, HPLC, GC-MS, 1D/2D 1H/13C COSY/HSQC/HMBC NMR, FTIR, MS), Chemical Metrology (ISO/IEC 17025:2017), GHS (ABNT NBR 14725), and CFQ/CRQ Legislation (Law 2,800/1956).

academic-circuit-analysis-electronics

knowledge/skills/domains/academic/academic-circuit-analysis-electronics/SKILL.md

Specializes in Electrical Circuit Analysis, Analog Electronics, and Microelectronics building on Introductory Circuit Analysis (Boylestad), Fundamentals of Electric Circuits (Alexander, Sadiku), and Microelectronic Circuits (Sedra, Smith). Covers Kirchhoff's Laws (KCL/KVL), Network Theorems (Thévenin, Norton, Superposition, Maximum Power Transfer), First- and Second-Order RLC Transients, AC Phasor Analysis and the Power Triangle (Active, Reactive, Apparent, and Power Factor Correction), Semiconductor Devices (Diodes, Zener, BJT Transistors, and MOSFETs with Hybrid-π Small-Signal Models), Multi-Stage Amplifiers (Common Source, Common Emitter, Cascode, and Differential Pair), Linear/Non-Linear Operational Amplifiers, and Sallen-Key Active Filters (Butterworth and Chebyshev).

academic-classical-mechanics-relativity

knowledge/skills/domains/academic/academic-classical-mechanics-relativity/SKILL.md

Specializes in Advanced Classical Mechanics, Analytical Dynamics, Chaos Theory, and Special and General Relativity building on Classical Mechanics (Herbert Goldstein), Mechanics (Landau & Lifshitz), Gravitation (Misner, Thorne, Wheeler), and Spacetime and Geometry (Sean Carroll). Covers Lagrangian and Hamiltonian Formalisms (Euler-Lagrange, Legendre Transform, Poisson Brackets, Canonical Transformations, Hamilton-Jacobi, and Noether's Theorem), Three-Dimensional Rigid Body Dynamics (Inertia Tensor, Euler Angles, Euler Equations of Motion), Small Oscillation Theory and Normal Modes, Deterministic Chaos Theory (Lyapunov Exponents, Poincaré Sections, Strange Attractors), Covariant Special Relativity (Minkowski Four-Vectors, Electromagnetic Tensor Fμν), and General Relativity (Geodesics, Riemann Curvature Tensor, Einstein Field Equations, and Schwarzschild Metric).

academic-compilers-language-processors

knowledge/skills/domains/academic/academic-compilers-language-processors/SKILL.md

Specializes in Compiler Engineering, Language Processors, and Code Optimization building on Compilers Principles, Techniques, and Tools (Dragon Book - Aho, Lam, Sethi, Ullman) and Engineering a Compiler (Cooper, Torczon). Covers Lexical Analysis (Flex/Lex, DFAs, Thompson/Subset Construction), Syntax Analysis (Bison/Yacc, Context-Free Grammars, LL(k), LR(0), SLR(1), LR(1), and LALR(1) Parsers), Semantic Analysis (Symbol Tables with Lexical Scoping, Type Checking, and Hindley-Milner Type Inference), Intermediate Representation (Three-Address Code, Static Single Assignment - SSA with the Cytron Algorithm, Dominance Frontiers, and Phi-nodes), Code Optimization (Loop Invariant Code Motion LICM, Common Subexpression Elimination CSE, Dead Code Elimination DCE, Constant Folding/Propagation), Graph-Coloring Register Allocation (Chaitin-Briggs), and LLVM IR Infrastructure.

academic-computer-graphics-image-processing

knowledge/skills/domains/academic/academic-computer-graphics-image-processing/SKILL.md

Senior specialist in Computer Graphics, Computer Vision, Digital Image Processing, and Digital Compositing building on Mathematics for Computer Graphics (John Vince), Computer Vision Metrics (Scott Krig), Mastering Computer Vision with PyTorch 2.0 (M. Arshad Siddiqui), The Art and Science of Digital Compositing (Ron Brinkmann), Numerical Algorithms (Justin Solomon), and Digital Image Processing (Gonzalez, Woods). Covers 3D Geometric Transformations, Quaternions and SLERP, Projective Geometry, Parametric Curves and Surfaces (Bézier, B-Splines, NURBS), Illumination Models (Phong, PBR Cook-Torrance BRDF/BSSRDF), Ray Tracing, Feature Detector and Descriptor Taxonomy (SIFT, ORB, FAST, BRISK), Deep Learning with PyTorch 2.0 (YOLO, Mask R-CNN, UNet, ViT, TorchDynamo), Digital Compositing Algebra (Porter-Duff, Alpha Premultiplication, ACES/Linear Color Spaces), and Geometric Numerical Methods (Laplace-Beltrami, ICP, Physical Simulation).

academic-control-systems-theory

knowledge/skills/domains/academic/academic-control-systems-theory/SKILL.md

Specializes in Classical and Modern Control Theory, Industrial Robotics, and Automation building on Katsuhiko Ogata (Modern Control Engineering), John J. Craig (Introduction to Robotics Mechanics and Control), and the IEC 61131-3 standard. Covers Root Locus, Bode/Nyquist Diagrams, PID with Anti-windup, State Space, Kalman Controllability and Observability, the Linear Quadratic Regulator (LQR with the Riccati ARE), Luenberger Observers, ZOH Discretization in the Z-Plane, Deadbeat Control, Model Predictive Control (MPC), the Kalman Filter, Forward/Inverse Kinematics (Denavit-Hartenberg), the Robotic Jacobian, Lagrange-Euler Dynamics, ROS 2, SLAM, and PLC Automation (Structured Text ST, Ladder LD, SCADA, Modbus, Profinet, OPC-UA).

academic-digital-communications-signals

knowledge/skills/domains/academic/academic-digital-communications-signals/SKILL.md

Specializes in Digital Communications, Information Theory, Optical Networks, Radio Frequency, and Wireless Systems building on John G. Proakis (Digital Communications), Gerd Keiser (Optical Fiber Communications), Andrea Goldsmith, and Simon Haykin. Covers the Nyquist-Shannon Sampling Theorem, Shannon-Hartley Channel Capacity, passband modulations (ASK, FSK, PSK, QAM, OFDM), error-correcting codes (Hamming, Reed-Solomon, Convolutional, LDPC, Turbo Codes), adaptive equalization and DSP, optical fiber propagation (single-mode, chromatic dispersion/PMD, attenuation, EDFA amplifiers, WDM/DWDM), antenna theory and S-parameters (S11, VSWR), the Friis transmission equation, satellite links (LEO, MEO, GEO), and 4G LTE / 5G NR cellular networks (Massive MIMO, Beamforming, Open RAN).

academic-digital-systems-vlsi

knowledge/skills/domains/academic/academic-digital-systems-vlsi/SKILL.md

Specializes in Digital Systems, Logic Synthesis, Hardware Description (Verilog, SystemVerilog, VHDL), and VLSI/CMOS Integrated Circuit Design building on Morris Mano (Digital Design), Weste & Harris (CMOS VLSI Design), Blaine Readler, and Douglas Perry. Covers RTL synthesis, finite state machines (Moore/Mealy FSM), simulation testbenches, Static Timing Analysis (STA - Setup/Hold times, Clock Skew, Jitter), the Elmore RC model, CMOS layout, DRC/LVS rules, FPGA mapping (AMD Xilinx Vivado, Intel Altera Quartus), and Design for Testability (DFT - Scan Chains, BIST).

academic-electrical-power-energy-systems

knowledge/skills/domains/academic/academic-electrical-power-energy-systems/SKILL.md

Specializes in Electric Power Systems (EPS), Energy Generation, Transmission and Distribution, Rotating Electrical Machines, and Power Electronics building on Power System Analysis (Grainger, Stevenson), Electric Machinery (Fitzgerald, Kingsley), Power Electronics (Rashid), and ABNT/IEEE/IEC standards. Covers Admittance/Impedance Matrices (Ybus, Zbus), Power Flow (Newton-Raphson, Fast Decoupled), Symmetrical and Asymmetrical Short-Circuit Calculation (Fortescue Symmetrical Components), Digital Power System Protection (ANSI 50/51, 21, 87 Functions and IEC 61850), Synchronous and Induction Machines, Power Transformers, Low/Medium Voltage Electrical Installations (ABNT NBR 5410 and NBR 14039), Power Electronics and Three-Phase Inverters (SVPWM, SiC/GaN Converters), Smart Grids (Microgrids, BESS Storage), and Multiphysics/Electromagnetic Simulation (OpenDSS, FEMM).

academic-electromagnetism-electrodynamics

knowledge/skills/domains/academic/academic-electromagnetism-electrodynamics/SKILL.md

Specializes in Classical Electromagnetism and Advanced Electrodynamics building on Introduction to Electrodynamics (David J. Griffiths) and Classical Electrodynamics (John David Jackson). Covers Maxwell's Differential and Integral Equations, Lorenz and Coulomb Gauges, Retarded and Liénard-Wiechert Potentials, Electromagnetic Radiation Theory and the Larmor Formula, Wave Propagation in Material Media and Conductors (Skin Effect and Kramers-Kronig Relations), Waveguide Theory (TE, TM, and TEM Modes), and the Four-Dimensional Covariant Formulation of Electromagnetism.

academic-enterprise-information-systems

knowledge/skills/domains/academic/academic-enterprise-information-systems/SKILL.md

Specializes in Enterprise Information Systems and IT Governance building on Management Information Systems (Laudon, Laudon) and Business Process Management (Dumas et al.). Covers Business Process Modeling (BPMN 2.0), Integrated Management Systems (ERP, CRM, SCM), Governance and Strategic Alignment (ITIL 4, COBIT 2019), Business Intelligence (BI), Process Mining, and Operational Risk Management.

academic-geosciences-remote-sensing-gis

knowledge/skills/domains/academic/academic-geosciences-remote-sensing-gis/SKILL.md

Specializes in Geosciences, Remote Sensing, Geoprocessing (GIS), Cartography, and Land-Use Planning building on Remote Sensing and Image Interpretation (Lillesand, Kiefer, Chipman), Geographic Information Systems and Science (Longley et al.), and Decifrando a Terra (Teixeira et al.). Covers Satellite Image Spectrometry (Sentinel-2, Landsat-8/9, CBERS-4A), Spectral Indices (NDVI, NDWI, NBR, EVI), Land Use and Land Cover Classification (Random Forest, Google Earth Engine), Digital Elevation Modeling (DEM/SRTM, Topographic Wetness Index TWI, Watershed Delineation), Spatial Analysis in GIS and Geospatial Databases (QGIS, PostGIS, GDAL/GeoPandas), Geodesy and Surveying (GNSS RTK, UTM Projections, SIRGAS2000 Datum), Thematic Cartography (Bertin's Visual Variables), Pedology (SiBCS), Hazard Geomorphology (CPRM/IPT Landslides), and Territorial/Environmental Legislation (CAR/SICAR, EIA/RIMA, City Statute and Master Plans).

academic-microprocessors-embedded-systems

knowledge/skills/domains/academic/academic-microprocessors-embedded-systems/SKILL.md

Specializes in Microprocessor Architecture, Embedded Systems, RTOS, and Embedded Linux building on Patterson & Hennessy (Computer Organization and Design), Rodolfo Giometti (Yocto Project), and Andrew Eliasz (Zephyr RTOS). Covers ARM Cortex-M/A/R microcontrollers, RISC-V (RV32I/RV64G), Assembly, 5-stage pipelines with Data Forwarding and Branch Prediction, L1/L2/L3 cache hierarchies, buses (UART, SPI, I2C, CAN, USB), DMA, FreeRTOS, Zephyr RTOS, the Yocto Project (BitBake, .bb recipes, meta-layers), Device Trees, and U-Boot bootloaders.

academic-probability-stochastic-processes

knowledge/skills/domains/academic/academic-probability-stochastic-processes/SKILL.md

Specializes in Axiomatic Probability, Measure Theory, and Stochastic Processes building on Probability and Random Processes (Grimmett, Stirzaker), Probability: Theory and Examples (Rick Durrett), and Stochastic Differential Equations (Bernt Øksendal). Covers Probability Spaces (Kolmogorov, σ-algebras, Lebesgue-Stieltjes Measure, Conditional Expectation as Projection in L2), Modes of Convergence (Almost Sure, in Probability, in Lp, in Distribution, Borel-Cantelli Lemmas, and Slutsky's Theorem), Discrete- and Continuous-Time Markov Chains (Chapman-Kolmogorov Differential Equations, Generator Matrix Q, Stationary Distributions), Martingale Theory (Doob's Optional Stopping Theorem), the Poisson Process and Queueing Theory (M/M/1, Little's Law), and Brownian Motion / Itô Stochastic Calculus (Itô's Lemma and SDEs).

academic-scientific-research

knowledge/skills/domains/academic/academic-scientific-research/SKILL.md

Specializes in Scientific Research Methodology, Systematic Literature Review (PRISMA 2020), PICO/PECO Structuring, PRESS Appraisal, Searching Indexed Databases (PubMed/MeSH, arXiv, IEEE Xplore, Semantic Scholar, Scopus, SciELO), and Citation Networks.

academic-solid-state-semiconductors

knowledge/skills/domains/academic/academic-solid-state-semiconductors/SKILL.md

Specializes in Solid State Physics, Semiconductor Devices, Nanomaterials, and Microfabrication building on Charles Kittel (Introduction to Solid State Physics), Donald Neamen (Semiconductor Physics and Devices), Charles P. Poole & Frank J. Owens (Introduction to Nanotechnology), and Marc Madou (Fundamentals of Microfabrication). Covers Bravais Crystal Lattices and the Reciprocal Lattice (Bragg/Laue Diffraction, Brillouin Zones), Lattice Dynamics and Phonons (Debye and Einstein Models), Electronic Band Theory (Bloch's Theorem, Effective Mass, Direct and Indirect Gap), Carrier Statistics and Transport (Drift, Diffusion, Mass Action Law, Hall Effect), P-N Junction and Heterostructure Physics, Quantum Confinement Effects (Quantum Dots - Brus Model, Graphene, Carbon Nanotubes), Cleanroom Microfabrication Processes (UV/EUV Photolithography, CVD/ALD Deposition, RIE Plasma Etching), and Advanced Microscopy Characterization (XRD, SEM, TEM, AFM).

academic-structural-analysis-solid-mechanics

knowledge/skills/domains/academic/academic-structural-analysis-solid-mechanics/SKILL.md

Specializes in Solid Mechanics, Matrix Structural Analysis, Finite Element Analysis (FEA), Soil Mechanics, and Geotechnical Engineering building on James M. Gere & Barry J. Goodno (Mechanics of Materials), Aslam Kassimali (Matrix Analysis of Structures), and Braja M. Das (Principles of Geotechnical Engineering). Covers Plane Stress and Strain State (Mohr's Circle, Von Mises and Tresca Yield Criteria), Bending, Shear, and Torsion in Beams, Euler Column Buckling, the Direct Stiffness Method, Finite Element Formulation, Terzaghi's Principle of Effective Stress, Soil Classification (USCS, AASHTO), Permeability and Darcy's Law, Terzaghi's One-Dimensional Consolidation Theory, the Mohr-Coulomb Failure Criterion, Earth Pressure (Rankine/Coulomb), and Bearing Capacity of Shallow and Deep Foundations (Meyerhof, Terzaghi, Hansen).

academic-thermodynamics-statistical-physics

knowledge/skills/domains/academic/academic-thermodynamics-statistical-physics/SKILL.md

Specializes in Classical Thermodynamics, Statistical Physics, and Phase Transitions building on Statistical Mechanics (R. K. Pathria, Paul D. Beale), Thermodynamics and an Introduction to Thermostatistics (Herbert B. Callen), and Statistical Physics (Landau & Lifshitz). Covers the Postulates and Laws of Thermodynamics, Thermodynamic Potentials and Maxwell Relations, Statistical Ensembles (Microcanonical, Canonical, and Grand Canonical with Partition Functions), Quantum Statistics (Maxwell-Boltzmann, Fermi-Dirac with Degenerate Electron Gas/Fermi Energy, and Bose-Einstein with Bose-Einstein Condensation BEC and Planck Radiation), First- and Second-Order Phase Transitions, and the Ising Model.

animal-welfare-research-evidence

knowledge/skills/domains/academic/animal-welfare-research-evidence/SKILL.md

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astronomical-data-integrity

knowledge/skills/domains/academic/astronomical-data-integrity/SKILL.md

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bulk-rna-seq-research

knowledge/skills/domains/academic/bulk-rna-seq-research/SKILL.md

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constraint-based-metabolic-research

knowledge/skills/domains/academic/constraint-based-metabolic-research/SKILL.md

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data-science-advanced-math

knowledge/skills/domains/academic/data-science-advanced-math/SKILL.md

Specializes in Advanced Mathematics, Linear Algebra, Topology, Differential Calculus, and Optimization for Machine Learning and Data Science building on Algebra, Topology, Differential Calculus, and Optimization Theory for CS and ML (Jean Gallier, Jocelyn Quaintance), Numerical Algorithms (Justin Solomon), and Essential Math for Data Science (Thomas Nield). Covers Linear Algebra and Matrix Factorizations (SVD, Cholesky, QR, Moore-Penrose, Eigenvalues), Tensor Calculus and Backpropagation (Jacobians, Hessians, Multivariable Taylor), Convex Optimization and Duality (KKT Conditions, Lagrange Multipliers), First- and Second-Order Numerical Optimizers (SGD, AdamW, Newton-Raphson, BFGS, L-BFGS, Levenberg-Marquardt), Large-Scale Linear Systems (Conjugate Gradient, GMRES), Manifold Topology (Isomap, t-SNE, UMAP), and Bayesian Inference/Regularization (MLE, MAP, Lasso, Ridge, Elastic Net).

flow-cytometry-research

knowledge/skills/domains/academic/flow-cytometry-research/SKILL.md

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genomic-coordinate-integrity

knowledge/skills/domains/academic/genomic-coordinate-integrity/SKILL.md

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isotope-flux-research

knowledge/skills/domains/academic/isotope-flux-research/SKILL.md

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laboratory-automation-research

knowledge/skills/domains/academic/laboratory-automation-research/SKILL.md

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measurement-units-uncertainty

knowledge/skills/domains/academic/measurement-units-uncertainty/SKILL.md

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pooled-screen-research

knowledge/skills/domains/academic/pooled-screen-research/SKILL.md

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quantum-computing-algorithms

knowledge/skills/domains/academic/quantum-computing-algorithms/SKILL.md

Specializes in Advanced Quantum Mechanics, Theoretical Physics, Quantum Circuits, and Quantum Algorithms building on J. J. Sakurai (Modern Quantum Mechanics), Claude Cohen-Tannoudji (Quantum Mechanics), and Michael A. Nielsen & Isaac L. Chuang (Quantum Computation and Quantum Information). Covers the Dirac Formalism in Hilbert Space, the Quantum Harmonic Oscillator via Ladder Operators, Angular Momentum and Spin 1/2 (Pauli Matrices, Clebsch-Gordan Coefficients), Perturbation Theory and Fermi's Golden Rule, Qubit Fundamentals and the Bloch Sphere, Universal Quantum Gates (Hadamard, Pauli-X/Y/Z, Phase-S/T, CNOT, Toffoli), Quantum Entanglement (Bell States, GHZ), the Quantum Fourier Transform (QFT), Shor's Algorithm (Polynomial Factorization), Grover's Algorithm (Quadratic-Speedup Search), the Variational Quantum Eigensolver (VQE for Quantum Chemistry), and Practical Implementation with Qiskit (IBM) and Cirq (Google).

scientific-data-retrieval

knowledge/skills/domains/academic/scientific-data-retrieval/SKILL.md

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single-cell-expression-research

knowledge/skills/domains/academic/single-cell-expression-research/SKILL.md

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tandem-mass-spectra-research

knowledge/skills/domains/academic/tandem-mass-spectra-research/SKILL.md

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canvas-spatial-whiteboarding

knowledge/skills/domains/design/canvas-spatial-whiteboarding/SKILL.md

Provides methodologies and spatial design frameworks for infinite canvas whiteboarding, visual research, exploratory mapping, and strategic analysis. Covers spatial information architecture, 2x2 competitive positioning matrices, customer journey maps, service blueprints, affinity clustering, wireframe decision trees, and collaborative multiplayer board hygiene. Use when researching competitors, mapping user workflows, conducting design sprints, synthesizing requirements, or structuring unstructured discovery onto a visual canvas.

color-contrast-accessibility

knowledge/skills/domains/design/color-contrast-accessibility/SKILL.md

Provides color contrast and accessibility engineering: WCAG 2.2 thresholds (4.5:1, 3:1, 7:1, non-text 3:1), the relative-luminance and contrast-ratio math, known WCAG limitations and APCA (Lc values, WCAG 3 status), color vision deficiency types and prevalence, colorblind-safe palettes (Okabe-Ito, viridis), testing tooling and the full state matrix, plus dark-mode halation pitfalls. Use when verifying contrast, choosing accessible palettes or implementing dark mode.

color-data-visualization

knowledge/skills/domains/design/color-data-visualization/SKILL.md

Provides color for data visualization and charts: colormap taxonomy (sequential, diverging, cyclic, qualitative), perceptually uniform maps (viridis family) and why jet is banned, colorblind-safe categorical palettes (Okabe-Ito, tol), encoding rules (never color alone, limited categories, ordered lightness), gradient interpolation in oklab, chart contrast on light/dark, and data-viz token families. Use when choosing chart colors, building data-viz palettes or auditing dashboards for accessibility.

color-harmony-palettes

knowledge/skills/domains/design/color-harmony-palettes/SKILL.md

Provides color harmony and palette construction based on color-wheel history and modern practice: Newton/Goethe/Itten/Albers lineage, harmony schemes (monochromatic, analogous, complementary, split-complementary, triadic, tetradic, square), shade-ramp engineering (50-950 scales, tints/tones/shades, neutral casts), 60-30-10 as heuristic, palette tools and the honest evidence base of color psychology and brand color strategy. Use when building palettes, choosing harmony schemes or briefing brand color.

color-theory-foundations

knowledge/skills/domains/design/color-theory-foundations/SKILL.md

Provides color science foundations for UI work based on perceptual color research: trichromacy and metamerism, additive vs subtractive models, why HSL lightness is perceptually broken, CIE Lab/LCh, the OKLab/OKLCH perceptual space, CAM16/HCT and wide-gamut P3, CSS Color 4/5 functions (oklch, color-mix, relative colors, color-scheme), gamut mapping and sRGB gamma. Use when choosing or converting color models, authoring ramps, or implementing modern CSS color.

color-ui-systems

knowledge/skills/domains/design/color-ui-systems/SKILL.md

Provides color architecture for UI design systems: primitive/semantic/component token layers, role-based naming (M3's 26 roles, on/container/variant grammar), theming (light/dark/brand from one role set), dynamic color and HCT tonal palettes, text/background/border/focus role conventions, status colors, palette generation tooling and how major systems (Material, Apple, Atlassian, Polaris, Primer, Radix, GOV.UK) document color. Use when designing color tokens, theming or a brand-adaptable token layer.

deterministic-motion-rendering

knowledge/skills/domains/design/deterministic-motion-rendering/SKILL.md

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game-2d-scene-composition

knowledge/skills/domains/design/game-2d-scene-composition/SKILL.md

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game-sprite-design

knowledge/skills/domains/design/game-sprite-design/SKILL.md

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ui-app-layout-architectures

knowledge/skills/domains/design/ui-app-layout-architectures/SKILL.md

Provides structural interface patterns for modern Web App Shells and Mobile application layouts. Covers navigation topologies (collapsible sidebars, nav rails, top navigation, bottom bar tab bars), multi-pane patterns (Master-Detail, Split-View, Inspector Drawers), responsive density transitions, viewport budgeting, safe-area mobile insets (env(safe-area-inset-*)), and touch ergonomics. Use when designing web application shells, desktop software, mobile apps, or multi-panel productivity suites.

ui-data-tables-dashboards

knowledge/skills/domains/design/ui-data-tables-dashboards/SKILL.md

Provides design engineering patterns for complex data tables, dense data displays, and analytical dashboard architectures. Covers data density modes (compact, default, comfy), tabular numeral typography, column pinning (frozen headers/columns), multi-column sorting and filtering, batch actions, skeleton loading states, empty states, and inline micro-visualizations (sparklines, trend indicators). Use when designing B2B dashboards, financial consoles, analytics portals, or data-heavy administration views.

ui-hero-sections

knowledge/skills/domains/design/ui-hero-sections/SKILL.md

Provides design engineering patterns for high-converting hero sections and above-the-fold interface architectures. Covers canonical layout typologies (split-screen, product-led, live interactive sandbox, metric-driven B2B, 3D canvas backdrop), the 50ms visual judgment rule, F/Z-pattern attention choreography, outcome-driven typography formulas, dual-CTA friction reduction, social proof anchors, and responsive viewport budgeting. Use when designing web application landing pages, SaaS dashboards, or above-the-fold brand moments.

ui-motion-interaction

knowledge/skills/domains/design/ui-motion-interaction/SKILL.md

Provides the motion hub for UI design engineering: tactile state transitions (hover, active, focus-visible, drag, disabled), pointer physics (spotlight gradients, magnetic pull, 3D tilt), the Accot-Zhai steering law for hover corridors, Dan Saffer's micro-interaction lifecycle, canonical duration bands and spring tokens (stiffness, damping, damping ratio, overshoot), interruption and retargeting behaviour, rendering performance for animation (compositor-friendly properties, forced layout, will-change, INP) and reduced-motion handling. Use when crafting interactive components, defining design system motion tokens, choosing between easing and springs, or auditing animation smoothness and motion accessibility.

ui-onboarding-tours

knowledge/skills/domains/design/ui-onboarding-tours/SKILL.md

Provides architecture and UX engineering patterns for product tours, contextual walkthroughs, and UI feature highlights modeled after Driver.js paradigms. Covers SVG cutout spotlight masks, target element alignment and positioning, popover step choreography, keyboard navigation (Esc, Tab, Arrow keys), focus management, progressive disclosure, and everboarding telemetry. Use when implementing interactive onboarding tours, guided product walkthroughs, contextual feature announcements, or help popovers.

ui-presentation-slides

knowledge/skills/domains/design/ui-presentation-slides/SKILL.md

Provides design engineering patterns for high-impact presentation slides, technical pitch decks, and executive briefings. Covers 16:9 canvas geometry, the Assertion-Evidence framework (Alley, 2003), typographic scale budgets for distance legibility, visual storytelling layouts (split comparison, metric hero, timeline progressions, system architecture breakdowns), high-contrast data visualization, and cognitive load minimization. Use when designing presentation decks, slide decks, pitch decks, keynote visuals, or board summaries.

ui-scroll-driven-motion

knowledge/skills/domains/design/ui-scroll-driven-motion/SKILL.md

Provides implementation mechanics for scroll-triggered and scroll-linked web motion: IntersectionObserver reveals, CSS scroll and view timelines (animation-timeline, animation-range, timeline-scope), GSAP ScrollTrigger, smooth-scroll libraries such as Lenis, parallax, sticky positioning, faux-horizontal sections, scroll snapping, overscroll control and canvas image sequences. Use when building scroll animations, scrubbed or pinned scenes, snap carousels, pull-to-refresh or scroll-driven image sequences, when sticky positioning does not stick, or when reviewing scroll motion for browser support, reduced motion or performance.

ui-state-layout-transitions

knowledge/skills/domains/design/ui-state-layout-transitions/SKILL.md

Provides the mechanics for animating UI state and layout changes on the web: same-document and cross-document View Transitions, FLIP and shared-element layout animation (vanilla WAAPI, GSAP Flip, Motion layout and layoutId), entry and exit primitives (@starting-style, transition-behavior: allow-discrete, popover and dialog), auto-height accordions, clip-path and mask reveals, skeleton and shimmer loaders, and SVG morphing and line drawing. Use when building a page transition or shared element transition, when a list reorders, a card expands into a detail view, a route or tab changes, an overlay opens or closes, a panel collapses, content loads behind a skeleton loader, or an SVG path must morph or draw itself.

ui-style-3d-immersive-webgl

knowledge/skills/domains/design/ui-style-3d-immersive-webgl/SKILL.md

Provides the 3D immersive web design style (2019-present): WebGL/Three.js scenes as first-class marketing and portfolio media, covering scene architecture, scroll-linked cameras, frame budgets, Spline/model-viewer tooling, context-loss handling and canvas accessibility. Use when building hero 3D scenes, product visualizations or evaluating WebGL/WebGPU work.

ui-style-acid-anti-design

knowledge/skills/domains/design/ui-style-acid-anti-design/SKILL.md

Provides the canonical Acid Graphics & Deconstructivist Anti-Design UI style (2020-present): deconstructivist underground rave culture, David Rudnick typography collisions, liquid chrome lettering, toxic neon palettes (venom green, sulfur yellow, hot magenta on pitch black), intentional grid fracturing, and blend-mode difference inversions. Use when designing music festival portals, hyperpop releases, streetwear drops, or Gen-Z counterculture experiences.

ui-style-agitprop-poster

knowledge/skills/domains/design/ui-style-agitprop-poster/SKILL.md

Provides the authentic Agitprop Poster UI style (1920s-1940s revolutionary street poster graphic design): high-contrast heraldic rays, heroic woodblock stencil typography, bold diagonal banner ribbons, stark scarlet-ochre-black palette, and urgent public agitation slogans. Use when designing high-impact protest journalism, political campaign hubs, grassroots activist portals, or assertive community rallying features.

ui-style-ai-native-generative-ui

knowledge/skills/domains/design/ui-style-ai-native-generative-ui/SKILL.md

Provides the AI-native / generative UI style (2023-present): interfaces where the model drives the UI itself — streaming answers, tool-call components, canvas workspaces and agentic step-throughs — covering the intent-based paradigm shift, Vercel AI SDK patterns, staged tool states, streaming a11y and provenance disclosure. Use when designing copilots, assistant surfaces or LLM-driven product UI.

ui-style-analog-newspaper-broadsheet

knowledge/skills/domains/design/ui-style-analog-newspaper-broadsheet/SKILL.md

Provides the broadsheet newspaper and letterpress print UI style: multi-column editorial grid, ornamental drop-caps, hairline column rules, woodblock illustrations and authentic newsprint texture. Use when designing longform journalism, literary presses or historical archives.

ui-style-art-deco

knowledge/skills/domains/design/ui-style-art-deco/SKILL.md

Provides the Art Deco UI style (1910s-1930s lineage, revived for the web): symmetrical geometric ornament, sunbursts, chevrons and stepped forms in gold, black and jewel tones, covering tokens, line-art and SVG pattern construction, high-contrast display type, ceremonial motion and contrast pitfalls of metallic palettes. Use when designing luxury, hospitality, cinema, jazz-age or premium brand surfaces that need glamour with structure.

ui-style-art-nouveau

knowledge/skills/domains/design/ui-style-art-nouveau/SKILL.md

Provides the authentic Art Nouveau UI style (1890–1910): organic whiplash curves, sinuous botanical tendrils, Alphonse Mucha illustrations, Hector Guimard cast iron metro entrances, Louis Comfort Tiffany stained glass, and muted jewel tones. Use when designing artistic luxury brands, botanical portfolios, theatrical applications, cultural heritage sites, or organic decorative web experiences.

ui-style-arts-and-crafts

knowledge/skills/domains/design/ui-style-arts-and-crafts/SKILL.md

Provides the authentic Arts & Crafts UI style (1880–1920): British craft revival led by William Morris, Kelmscott Press typographic borders, woodblock printing textures, handcrafted honesty of materials, medieval guild motifs, and rich earthy plant dyes. Use when designing artisanal heritage brands, handcrafted goods e-commerce, book arts, traditional guild institutions, or rustic editorial platforms.

ui-style-atompunk

knowledge/skills/domains/design/ui-style-atompunk/SKILL.md

Provides the authentic Atompunk & Cold War Nuclear Age UI style (1945–1965): Raygun Gothic futurism, riveted heavy naval steel chassis, bakelite knobs, convex CRT monitors with P1 green and P3 amber phosphor, nixie tubes, analog galvanometers, radiation fallout shelters, and Geiger counter telemetry. Use when designing authentic retro-futuristic sci-fi, defense telemetry, complex data cockpits, or Fallout-inspired terminal interfaces.

ui-style-aurora-mesh-gradient

knowledge/skills/domains/design/ui-style-aurora-mesh-gradient/SKILL.md

Provides the canonical Aurora / Mesh Gradient UI style (2018-present): ambient multi-color blurred gradient fields, pure-CSS radial mesh recipes, Stripe WebGL minigl canvas lineage, SVG feTurbulence grain anti-banding, contrast scrim architecture, and vestibular motion gating. Use when designing atmospheric hero backgrounds, landing page splash headers, or high-aesthetic devtool marketing experiences.

ui-style-bauhaus

knowledge/skills/domains/design/ui-style-bauhaus/SKILL.md

Provides the Bauhaus UI style (1919-1933 lineage, revived for the web): form follows function, circle-square-triangle geometry, primary color with black, geometric sans typography and functional asymmetric layout, covering the school's timeline, tokens, grid and type rules, and how it differs from De Stijl and Swiss style. Use when designing geometric, educational, cultural or design-led brands that want modernist clarity with warmth.

ui-style-bento-grid

knowledge/skills/domains/design/ui-style-bento-grid/SKILL.md

Provides the bento grid UI style (2022-present): compartmentalized bento-box layouts of asymmetric rounded tiles with hierarchy expressed by span rather than shadow, covering the CSS grid recipe, Apple keynote lineage, motion patterns, DOM-order accessibility risks and appropriate page types. Use when designing feature overviews, marketing pages or portfolio grids in the Apple bento grammar.

ui-style-biopunk

knowledge/skills/domains/design/ui-style-biopunk/SKILL.md

Provides the canonical Biopunk & Synthetic Biology UI style (1988-present): biological sci-fi and DIY-bio culture featuring dark sterile laboratory slate, fluorescent GFP bioluminescence, cellular membrane optics, DNA sequence ribbons, gel electrophoresis progress meters, and ethical lab telemetry. Use when designing synthetic biology platforms, genomics tools, citizen science labs, or genetic sci-fi entertainment portals.