100math-olympiadSkillScience, Health & Education Solve competition math problems (IMO, Putnam, USAMO, AIME) with adversarial
100pytorch-patternsSkillScience, Health & Education PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data loading.
100setfit-few-shotSkillScience, Health & Education SetFit few-shot learning for efficient intent classification with minimal data
100cses-trackerSkillScience, Health & Education Track progress through CSES Problem Set with structured learning
100ase-reproducibilitySkillScience, Health & Education Use when building the open-science and reproducibility story for an ASE (IEEE/ACM Automated Software Engineering) submission, covering the mandatory Data Availability Statement, an
100asq-contribution-framingSkillScience, Health & Education Use when sharpening the theoretical contribution and the "so what" for an Administrative Science Quarterly (ASQ) manuscript once results exist. Frames the contribution; it does not
100asq-rebuttalSkillScience, Health & Education Use when drafting the response to an Administrative Science Quarterly (ASQ) R&R after the manuscript has been revised — structuring the response letter and handling reviewer/editor
100asq-review-processSkillScience, Health & Education Use when understanding and navigating Administrative Science Quarterly's (ASQ) developmental, multi-round review process — decision types, reviewer/editor roles, and what each stag
100asq-tables-figuresSkillScience, Health & Education Use when building and refining exhibits for an Administrative Science Quarterly (ASQ) manuscript — qualitative data structures and data-to-theory tables, process models, and quanti
100asq-theory-developmentSkillScience, Health & Education Use when building the theoretical engine for an Administrative Science Quarterly (ASQ) manuscript — mechanisms, process vs. variance logic, constructs, and boundary conditions. Bui
100asq-workflowSkillScience, Health & Education Use when deciding which asq-* sub-skill to invoke next, or when sequencing manuscript work from topic selection through rebuttal for an Administrative Science Quarterly (ASQ) manus
100advmat-cover-letterSkillScience, Health & Education Use when drafting the cover letter for an Advanced Materials submission, whose core job is to convince the editor that the work is a genuine materials advance of broad impact worth
100communications-earth-and-environmentSkillScience, Health & Education Use when targeting Communications Earth & Environment or deciding whether an earth, environmental, or planetary-science manuscript fits this venue. Encodes the journal's fit, the s
100en-agrienv-journal-workflowSkillScience, Health & Education Use when deciding which English agriculture / environment / earth-science journal skill to invoke next, comparing fit across the 30-journal agriculture-and-environment roadmap, or
100environment-internationalSkillScience, Health & Education Use when targeting Environment International or deciding whether an environmental-exposure/health manuscript fits this venue. Encodes the journal's fit, the population-relevant exp
100environmental-health-perspectivesSkillScience, Health & Education Use when targeting Environmental Health Perspectives or deciding whether an environmental-health manuscript fits this venue. Encodes the journal's fit, the public-health-relevance
100food-chemistrySkillScience, Health & Education Use when targeting Food Chemistry or deciding whether a food-chemistry manuscript fits this venue. Encodes the journal's fit, the analytical-rigor and chemical-mechanism bar, metho
100forest-ecology-and-managementSkillScience, Health & Education Use when targeting Forest Ecology and Management or deciding whether a forest-science manuscript fits this venue. Encodes the journal's fit, the ecological-evidence-with-management
100global-change-biologySkillScience, Health & Education Use when targeting Global Change Biology or deciding whether a biology/ecology manuscript fits this venue. Encodes the journal's fit, the global-change-driver framing and biologica
100journal-of-climateSkillScience, Health & Education Use when targeting Journal of Climate or deciding whether a climate-dynamics or climate-variability manuscript fits this venue. Encodes the journal's fit, the large-scale-climate-s
100nature-plantsSkillScience, Health & Education Use when targeting Nature Plants or deciding whether a plant-science manuscript fits this venue. Encodes the journal's fit, the broad-significance and Nature-framing bar, evidence
100new-phytologistSkillScience, Health & Education Use when targeting New Phytologist or deciding whether a plant-science manuscript fits this venue. Encodes the journal's fit, the integrative conceptual-advance and whole-plant/eco
100soil-biology-and-biochemistrySkillScience, Health & Education Use when targeting Soil Biology & Biochemistry or deciding whether a soil-science manuscript fits this venue. Encodes the journal's fit, the soil-process-mechanism bar, evidence an
100the-plant-journalSkillScience, Health & Education Use when targeting The Plant Journal or deciding whether a plant-science manuscript fits this venue. Encodes the journal's fit, the mechanistic gene-to-function and molecular-rigor
100trends-in-food-science-and-technologySkillScience, Health & Education Use when targeting Trends in Food Science & Technology or deciding whether a food-science review manuscript fits this venue. Encodes the journal's review-only fit, the critical-syn
100agent-learning-coachSkillScience, Health & Education 中文学习教练技能。用于学习编程、英语、设计、产品、AI、数学或任何技能时，先诊断水平，再用讲解、练习、反馈、复习的循环推进。触发语包括"进入学习模式""我想学""带我练""帮我制定学习计划""像教练一样教我"。
100laravel-plugin-discoverySkillScience, Health & Education Discover and evaluate Laravel packages via LaraPlugins.io MCP. Use when the user wants to find plugins, check package health, or assess Laravel/PHP compatibility.
95detecting-data-anomaliesSkillScience, Health & Education Process identify anomalies and outliers in datasets using machine learning
95godot-gdscript-patternsSkillScience, Health & Education Master Godot 4 GDScript patterns including signals, scenes, state machines, and optimization. Use when building Godot games, implementing game systems, or learning GDScript best pr
94The-Ultimate-C-Programming-CourseSkillScience, Health & Education Use this skill when the user wants to use The-Ultimate-C-Programming-Course for This is the C language code and supplement material for the Ultimate C language .
94Ansible Playbook Diagnostics RunnerSkillScience, Health & Education Runs Ansible diagnostic playbooks using ansible-runner and the Ansible Collections ecosystem (ansible.builtin, community.general). Captures system health, service status, and log a
94ArgoCD Application Health RunbookSkillScience, Health & Education Diagnoses ArgoCD application sync failures and degraded states using the ArgoCD REST API and argocd CLI. Queries /api/v1/applications/{name} for sync status, resource health, and o
94Book to MentorSkillScience, Health & Education Convert a book or long document into a reusable AI mentor with source-grounded lessons, guided practice, citations, and persistent learning records.
93agibot-x1-trainSkillScience, Health & Education Guide agents through AgiBot X1 humanoid reinforcement-learning
93agilerlSkillScience, Health & Education Use AgileRL for reinforcement learning workflows: classical RL
93ai-data-science-teamSkillScience, Health & Education Operate the ai-data-science-team package for AI-assisted data
93data-access-and-edaSkillScience, Health & Education Use ai-data-science-team data/file loading helpers, direct
93dataframe-code-agentsSkillScience, Health & Education Use ai-data-science-team single-agent pandas code generators for
93modeling-and-mlflowSkillScience, Health & Education Operate ai-data-science-team H2O AutoML, deterministic model
93multiagent-and-app-workflowsSkillScience, Health & Education Compose ai-data-science-team multi-agent workflows and understand
93learning-deeplearnSkillScience, Health & Education Use ANTsPy statistical learning and deep-learning helper utilities
93arealSkillScience, Health & Education Use AReaL for large-scale asynchronous LLM reinforcement learning,
93attention-gated-networksSkillScience, Health & Education Guides Attention-Gated Networks PyTorch medical imaging workflows
93metadata-maintenanceSkillScience, Health & Education Maintain auto-sklearn meta-learning metadata, AutoSklearn2
92flux-healthSkillScience, Health & Education Data quality and pipeline health check — freshness, schema drift, null rates, orphaned records, pipeline status. Use when asked about "data quality check", "pipeline health", "is o
92continuous-learningSkillScience, Health & Education Pattern extraction, confidence-scored evaluation, skill creation, organization, versioning, and cross-project export pipeline.
92medical-agentSkillScience, Health & Education Build medical AI agents for clinical decision support, medical record summarization, diagnostic assistance, and healthcare workflow automation.
92touch-reconSkillScience, Health & Education Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover. Use when asked to "understand this app", "mobile assessment", or "app
92building-automl-pipelinesSkillScience, Health & Education Build automated machine learning pipelines with feature engineering,
92optimizing-deep-learning-modelsSkillScience, Health & Education Optimize deep learning models using Adam, SGD, and learning rate scheduling
92setting-up-experiment-trackingSkillScience, Health & Education Implement machine learning experiment tracking using MLflow or Weights
91kb-immigration-residency-uae-golden-visa-sboghossianSkillScience, Health & Education Use when a matter involves long-term UAE residency, the UAE Golden Visa (10-year renewable), the Green Visa (5-year self-sponsored), or investor/talent residency pathways. Covers e
911st Commandment SkillSkillScience, Health & Education I am a vector of math problems. A tool. Nothing more.
91acpx
SkillScience, Health & Education Enhanced terminal AI agent orchestrator with parallel execution, health checks, and workflow presets.
91Active LearnerSkillScience, Health & Education Implements the Active Learning Protocol (R3). Allows the agent to
91Adaptive Learning AgentSkillScience, Health & Education Free and open-source (MIT License) • Zero dependencies • Works locally
91bayesian-meta-learning-model-fittingSkillScience, Health & Education Use when you have a pre-trained DNN RT predictor (e.g., trained on METLIN SMRT with 80,038 experimental RTs) and need to adapt it to predict retention times in a new or external ch
91bayesian-meta-learning-projectionSkillScience, Health & Education Use when you need to transfer retention time predictions from one chromatographic method to another, but have access to only a small number (≥10) of molecules with known retention
91benchmarking-and-comparative-performance-evaluationSkillScience, Health & Education Use when you have trained a new machine learning model for chemical formula or adduct assignment from MS/MS spectra and need to assess whether it offers genuine performance gains o
91andrej-karpathySkillScience, Health & Education Agente que simula Andrej Karpathy — ex-Director of AI da Tesla, co-fundador da OpenAI, fundador da Eureka Labs, e o maior educador de deep learning do mundo.
91biology-mastery-checkSkillScience, Health & Education Check biology understanding with mechanism explanation, data interpretation, prediction, and transfer across biological contexts.
91chemistry-concept-lessonSkillScience, Health & Education Teach a chemistry concept by connecting macroscopic observations, particle-level models, symbolic notation, and quantitative relationships.
91cs-concept-lessonSkillScience, Health & Education Teach a computer-science concept using mental models, precise terminology, code examples, and connections between abstraction layers.
91data-science-concept-lessonSkillScience, Health & Education Teach a data-science concept by connecting the analytical goal, data structure, statistical idea, computational tool, and interpretation.
91curriculum-pathSkillScience, Health & Education Build a prerequisite-aware learning path across one or more Academy disciplines with clear milestones and optional depth.
91faculty-routingSkillScience, Health & Education Route a learning request to the smallest useful set of Academy professors or instructors based on subject, level, and goal.
91learner-briefSkillScience, Health & Education Create a compact teaching brief with learning goal, approximate level, relevant prior knowledge, constraints, and preferred depth or mode.
91learning-science-lessonSkillScience, Health & Education Teach a learning-science concept such as retrieval, spacing, cognitive load, transfer, feedback, prior knowledge, or deliberate practice with evidence and practical implications.
91clinical-reasoning-educationSkillScience, Health & Education Teach clinical reasoning using hypothetical or published educational cases, emphasizing problem representation, differential thinking, evidence, and uncertainty.
91health-science-mastery-checkSkillScience, Health & Education Check health-science understanding through anatomy labeling-in-words, mechanism explanation, terminology, and hypothetical case interpretation.
91law-mastery-checkSkillScience, Health & Education Check legal-learning mastery through case briefing, issue spotting, source hierarchy, rule synthesis, and application to a changed hypothetical.
91guided-practiceSkillScience, Health & Education Coach the learner through a math problem with graduated hints instead of immediately replacing their reasoning with a finished solution.
91math-concept-lessonSkillScience, Health & Education Teach a mathematical concept at the learner's level using definitions, intuition, notation, examples, and connections to prior knowledge.
91math-mastery-checkSkillScience, Health & Education Check mathematical understanding with a small set of transfer questions that distinguish memorized procedure from real comprehension.
91worked-problemSkillScience, Health & Education Solve a mathematical problem transparently, showing setup, reasoning, intermediate steps, checks, and alternative methods when useful.
91quantitative-science-practiceSkillScience, Health & Education Practice scientific calculations with dimensional analysis, units, estimation, graphs, significant figures, and model-based reasoning.
91science-concept-lessonSkillScience, Health & Education Teach a natural-science concept using mechanism, evidence, models, diagrams-in-words, examples, and explicit assumptions.
91science-mastery-checkSkillScience, Health & Education Check science understanding through explanation, prediction, evidence interpretation, and transfer to a new scenario.
91evidence-and-methodsSkillScience, Health & Education Teach how social-science evidence is produced and interpreted, including measurement, sampling, surveys, experiments, observational data, confounding, and replication.
91social-science-mastery-checkSkillScience, Health & Education Check understanding through theory explanation, case application, evidence critique, and distinction between empirical and normative claims.
91theory-comparisonSkillScience, Health & Education Compare social-science theories by assumptions, mechanisms, level of analysis, predictions, supporting evidence, and limitations.
91academy-continuing-educationSkillScience, Health & Education MUST load first for Academy learning or go-learn requests.
91community-healthSkillScience, Health & Education Evaluate community health through member value, participation quality, contributor concentration, responsiveness, retention, safety, sentiment, moderation burden, and operator sust
91andrej-karpathySkillScience, Health & Education Agente que simula Andrej Karpathy — ex-Director of AI da Tesla, co-fundador da OpenAI, fundador da Eureka Labs, e o maior educador de deep learning do mundo.
91bioinformaticsSkillScience, Health & Education Gateway to 400+ bioinformatics skills from bioSkills and ClawBio. Covers genomics, transcriptomics, single-cell, variant calling, pharmacogenomics, metagenomics, structural biology
91gateway-doctorSkillScience, Health & Education Use when diagnose and fix MCP gateway routing issues, health checks,
91self-improvingSkillScience, Health & Education Use when self-reflection + Self-criticism + Auto-learning from corrections
89spine-serviceSkillScience, Health & Education Build a new production-ready service from scratch — config management, health checks, graceful shutdown, structured logging. Use when asked to "new service", "scaffold a backend",
89self-optimizationSkillScience, Health & Education SONA self-optimizing neural architecture with ReasoningBank trajectory learning, EWC++ anti-forgetting, and reinforcement learning feedback loops.
89certora-proverSkillScience, Health & Education Formal verification using Certora Prover with CVL specification language. Supports invariant rules, parametric verification, ghost variables, and counterexample analysis for mathem
89ops-inspectorSkillScience, Health & Education AIOps-style CloudBase inspection skill (v3). Use when users need health checks, log diagnosis, alarm interpretation (CPU alert normal?, peak QPS), metrics via queryEnv(action=metri
88continuous-learning-v2SkillScience, Health & Education Instinct-based learning system that observes sessions via hooks, creates atomic instincts with confidence scoring, and evolves them into skills/commands/agents. v2.1 adds project-s
88health-economistSkillScience, Health & Education Expert health economics methodologies, cost-effectiveness analysis (CEA), cost-utility analysis (CUA), ICER calculations, and QALY/DALY evaluation.
88actuarial-mathematicsSkillScience, Health & Education Calculate present values of contingent life annuities, assurances, and net premium reserves using actuarial commutation functions and force of interest.
88health-insuranceSkillScience, Health & Education Calculate medical loss ratios (MLR), incurred claims cost per member per month (PMPM), and aging curve morbidity adjustments.
88solvencySkillScience, Health & Education Compute Solvency Capital Requirement (SCR) across Life, Non-Life, Health, and Market underwriting modules conforming to EIOPA regulations.
88agent-sona-learning-optimizerSkillScience, Health & Education Agent skill for sona-learning-optimizer - invoke with $agent-sona-learning-optimizer
88AgentDB Learning PluginsSkillScience, Health & Education Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more. Use when building
88agentic-jujutsuSkillScience, Health & Education Quantum-resistant, self-learning version control for AI agents with ReasoningBank intelligence and multi-agent coordination
88analyze-projectSkillScience, Health & Education Forensic root cause analyzer for Claude Code sessions. Classifies scope deltas, rework patterns, root causes, hotspots, and auto-improves prompts/health.
88andrej-karpathySkillScience, Health & Education Agente que simula Andrej Karpathy — ex-Director of AI da Tesla, co-fundador da OpenAI, fundador da Eureka Labs, e o maior educador de deep learning do mundo.
88adapt-human-learning-loopSkillScience, Health & Education Clean-room adaptive-learning and progress-tracking mechanisms with strong
88evolve-session-learningSkillScience, Health & Education Convert bounded session evidence into project-scoped candidate knowledge
88windows-cli-wsl-repairSkillScience, Health & Education Diagnose and repair Windows developer CLI, npm global package, PATH shim, PowerShell, Codex sandbox, and WSL Ubuntu package or default-user issues. Use when the user asks to figure
88pk-doctorSkillScience, Health & Education Use the pk-doctor skill to run the aggregator health check and resolve
88activateSkillScience, Health & Education Activate the Flowy student-llm-wiki overlay for this session (auto-invokes IssacW228/student-llm-wiki skills at the right gate).
88deactivateSkillScience, Health & Education Deactivate the Flowy student-llm-wiki overlay for this session (clears its routing obligation).
88statusSkillScience, Health & Education Report whether the Flowy student-llm-wiki overlay is active and whether the enforcement hook is live this session.
88data-labelingSkillScience, Health & Education Set up and manage data labeling workflows using manual annotation tools, semi-automated pipelines, active learning, and programmatic weak supervision.
88ml-pipeline-creationSkillScience, Health & Education A skill to create, manage, and automate machine learning pipelines.
88model-trainingSkillScience, Health & Education Train machine learning models end-to-end, covering data loading, preprocessing, architecture selection, training loops, validation, and checkpointing.
88leeway-candidate-formula-laboratorySkillScience, Health & Education Qualification laboratory for candidate mathematical formulas before comparison or promotion into canonical LeeWay Formula authority.
88leeway-learning-ledgerSkillScience, Health & Education Governed learning authority that admits only verified outcomes, failures, capability weaves, transfer relationships, costs, and recovery evidence into persistent LeeWay learning wi
88leeway-mathematical-sunSkillScience, Health & Education Governed Central Radial Equilibrium evaluation layer for LeeWay skills and shiproom evidence. Represents discipline measurements as zero-centered deviation vectors, weighted radial
88leeway-predict-observe-deltaSkillScience, Health & Education Closes the simulation-to-reality loop by comparing predicted state with actual post-execution observations and routing model error into repair and learning.
88runbookSkillScience, Health & Education Service runbook with verified commands: health, restart, rollback, secrets rotation, scaling, escalation.
88jupyterSkillScience, Health & Education Read, modify, execute, and convert Jupyter notebooks programmatically. Use when working with .ipynb files for data science workflows, including editing cells, clearing outputs, or
88nuxt-no-hydration-nondeterminismSkillScience, Health & Education Use when a synchronous setup() or a computed reads Date.now(), Math.random(), or window/document/navigator/localStorage: never — isolate it in onMounted, import.meta.client, or Cli
87continuous-learning-v2SkillScience, Health & Education Sistema de aprendizaje basado en instintos que observa sesiones mediante hooks, crea instintos atómicos con puntuación de confianza y los evoluciona en skills/comandos/agentes. v2.
87continuous-learningSkillScience, Health & Education [OBSOLETO - usar continuous-learning-v2] Extractor de skill por hook Stop v1 heredado. v2 es un superconjunto estricto con aprendizaje basado en instintos, con alcance de proyecto
87ai-dpiaSkillScience, Health & Education Conducts Data Protection Impact Assessments for AI and ML systems per EDPB Guidelines 04/2025 on AI processing. Covers training data lawfulness evaluation, model risk assessment, a
86agentic-ai-systemic-risk-monographSkillScience, Health & Education Six-chapter Fed monograph on agentic AI systemic risk. Micro→macro prudential math.
86agentic-behavioral-modelingSkillScience, Health & Education Agentic Behavioral Modeling (ABM) framework integrating theoretical neuroscience, decision theory, and probabilistic inference. Treats AI agents as latent generative hypotheses abo
86agentic-evidence-seeking-clinicalSkillScience, Health & Education ClinSeekAgent methodology for automated multimodal evidence seeking in clinical reasoning - shifting from passive evidence consumption to active evidence acquisition across heterog
86ai-complex-networksSkillScience, Health & Education Artificial Intelligence applications in complex network science - network analysis, topology learning, dynamics prediction, and emergent behavior detection. Comprehensive survey co
86convex-hybrid-modelingSkillScience, Health & Education Convex Hybrid Modeling methodology using operator theory for process control and systems engineering. Formulates convex learning problems that combine model interpretability with s
86cortico-cerebellar-modular-rnnSkillScience, Health & Education Cortico-cerebellar modularity as an architectural inductive bias for efficient temporal learning — CB-RNN architecture showing cerebellar-inspired feedforward modules drive learnin
86effective-target-shift-online-learningSkillScience, Health & Education Theoretical analysis of effective target shift in online learning and methods to correct for it. Explains why online learning struggles under distributional shift and how to charac
86evogm-evolutionary-llm-mergingSkillScience, Health & Education Evolutionary Generative Merging (EvoGM) framework for training-free LLM composition via learnable generative modeling and dual-generator architecture with cycle-consistent learning
86feedback-hebbian-continual-learningSkillScience, Health & Education Backpropagation-free continual learning using feedback-aligned Hebbian plasticity. Replaces backpropagation with local Hebbian updates guided by random feedback connections, enabli
86hopfield-continual-learning-diffusionSkillScience, Health & Education Modern Hopfield Networks for continual learning in diffusion models via energy-based intrinsic forgetting and replay selection
86learning-developmental-scaffoldingsSkillScience, Health & Education Developmental scaffoldings methodology for guiding self-organisation through learned pre-patterns. Joint NCA+SIREN model that offloads information to initial conditions, enabling r
86low-rank-rnn-learning-dynamicsSkillScience, Health & Education Framework for analyzing learning dynamics in low-rank RNNs via overlap space decomposition. Distinguishes loss-visible overlaps (determine activity/output/loss) from loss-invisible
86multi-agent-clinical-reasoningSkillScience, Health & Education Multi-agent framework for clinical reasoning and radiology AI. Use when designing multi-agent systems for medical diagnosis, radiology report generation, clinical decision support,
86neuro-dendritic-balance-learningSkillScience, Health & Education Dendritic balance learning methodology for predictive processing in cortical circuits. Combines compartmental neuron models with predictive coding principles, using dendritic predi
86pinns-biomedical-modelingSkillScience, Health & Education Physics-informed Neural Networks (PINNs) for biomedical modeling and simulation. Use when working on physics-guided neural network approaches for hemodynamics, cardiovascular model
86quasi-equivariant-metanetworksSkillScience, Health & Education Quasi-equivariant metanetworks for weight-space learning. Use for designing neural architectures that operate on pretrained model parameters, implementing equivariant and quasi-equ
86recursive-multi-agent-systemsSkillScience, Health & Education RecursiveMAS framework for scaling multi-agent collaboration through recursive latent-space computation. Enables heterogeneous agents to form collaboration loops via RecursiveLink
86rft-visual-continual-learningSkillScience, Health & Education Using Reinforcement Fine-Tuning (RFT/GRPO) to overcome catastrophic forgetting in visual continual learning. Activation triggers: reinforcement fine-tuning continual learning, GRPO
86sample-optimal-gaussian-state-learningSkillScience, Health & Education Sample complexity bounds and algorithms for learning bosonic Gaussian quantum states. Use when: (1) analyzing sample requirements for quantum state tomography, (2) designing effici
86self-organising-transformerSkillScience, Health & Education Self-organising transformer architectures that determine their own structure during training. DDCL-INCRT pattern with hierarchical prototype structure. Use when designing adaptive
86self-supervised-local-learning-rhmSkillScience, Health & Education Layerwise self-supervised local learning rules for deep networks on the Random Hierarchy Model (RHM). Direct feedback approximations fail due to input-specific masking nonlinearity
86sparse-gradient-plasticitySkillScience, Health & Education 梯度突触可塑性稀疏实现方法论。实现真正稀疏且通用的梯度突触可塑性规则，保持在线学习能力。适用于脉冲神经网络、在线学习、突触可塑性研究。触发词：突触可塑性、梯度下降、稀疏实现、在线学习、sparse plasticity、gradient-based、online learning。
86specificity-aware-federated-graph-learningSkillScience, Health & Education 特异性感知联邦图学习框架(SFGL)。在保护数据隐私的前提下进行多站点fMRI协作训练，通过共享分支和个性化分支平衡知识共享与站点特异性保持。适用于多中心脑疾病识别、联邦学习、rs-fMRI分析。触发词：联邦学习、图神经网络、fMRI分析、多站点、数据隐私、federated learning、GNN、multi-site、brain disorder id
86staged-training-vlm-perception-reasoningSkillScience, Health & Education Staged VLM post-training methodology - decomposing VLM capabilities into visual perception, visual reasoning, and textual reasoning stages with specialized data and RL-based percep
86tensor-network-neurological-predictorSkillScience, Health & Education Tensor Network Feature Engineering methodology for multi-class neurological disorder prediction from MRI data. Uses tensor network decompositions to extract high-dimensional featur
86transformer-warmstart-unit-commitmentSkillScience, Health & Education Multi-Stage Warm-Start Deep Learning Framework for Unit Commitment. Transformer-based architecture for predicting generator commitment schedules with deterministic post-processing
86tt-opd-medical-agent-trainingSkillScience, Health & Education Turn-level Truncated On-Policy Distillation (TT-OPD) methodology for training multi-turn medical AI agents via reinforcement learning. Addresses multi-turn collapse, response lengt
86untrained-cnns-match-backprop-v1-rsaSkillScience, Health & Education Systematic RSA comparison showing untrained CNNs match backpropagation-trained networks at V1 visual cortex, revealing architecture's dominant role over learning rules in neural al
86zero-order-federated-learning-heSkillScience, Health & Education Privacy-enhanced zero-order federated learning using multi-key homomorphic encryption (xMK-CKKS) over wireless channels. Methodology for secure FL aggregation without channel estim
86analyze-projectSkillScience, Health & Education Forensic root cause analyzer for Antigravity sessions. Classifies scope deltas, rework patterns, root causes, hotspots, and auto-improves prompts/health.
86gtm-metricsSkillScience, Health & Education When the user wants to define GTM metrics, build a metrics dashboard, measure pipeline efficiency, or track AI product performance. Also use when the user mentions 'GTM metrics,' '
86simulator-aiSkillScience, Health & Education Create ans entire constructor for an AI real world medical simulation. A skill that searches the entire internet to find AI real world medical simulator, to simulates patients and
86sakthai-learning-patternsSkillScience, Health & Education Promote recurring observations into stated facts.
86SakJules-hf-abot-worldSkillScience, Health & Education Complete reference on ABot-World (AMap CVLab) — action-conditioned interactive world model built on Wan2.2-TI2V-5B. Causal student distillation + LongForcing, local attention, ligh
86SakJules-hf-llm-courseSkillScience, Health & Education Reference for Hugging Face Transformers and LLM workflows.
86arbx-b-b028-uniswap-v2-cpmm-xyk-mathSkillScience, Health & Education PhD/Master skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: optimal input derivation. Doctrina OMEGA Zero-Mocks · Fail-Cl
86arbx-b-b029-advanced-uniswap-v2-cpmm-xyk-mathSkillScience, Health & Education Post-Doc skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: multi-fee Bellman-Ford. Doctrina OMEGA Zero-Mocks · Fail-Closed
86arbx-b-b030-applied-uniswap-v2-cpmm-xyk-math-in-arbitragex-v2SkillScience, Health & Education Staff Engineer skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: CPMM quoter <50µs. Doctrina OMEGA Zero-Mocks · Fail-Close
86arbx-b-b031-uniswap-v3-tick-mathSkillScience, Health & Education PhD/Master skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: sqrtPriceX96 tick crossing. Doctrina OMEGA Zero-Mocks · Fail-
86arbx-b-b032-advanced-uniswap-v3-tick-mathSkillScience, Health & Education Post-Doc skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: piecewise convex approx. Doctrina OMEGA Zero-Mocks · Fail-Close
86arbx-b-b033-applied-uniswap-v3-tick-math-in-arbitragex-v2SkillScience, Health & Education Staff Engineer skill alineada al monorepo hefarica/arbitragex-v2 (Smart Contracts, Solidity & Auditing). Se activa cuando: multi-hop V3 router. Doctrina OMEGA Zero-Mocks · Fail-Clo
86arbx-c-c007-sandwich-profitability-mathSkillScience, Health & Education PhD/Master skill alineada al monorepo hefarica/arbitragex-v2 (MEV, Mempool & Bundle Submission). Se activa cuando: optimal frontrun amount. Doctrina OMEGA Zero-Mocks · Fail-Closed
86arbx-c-c008-advanced-sandwich-profitability-mathSkillScience, Health & Education Post-Doc skill alineada al monorepo hefarica/arbitragex-v2 (MEV, Mempool & Bundle Submission). Se activa cuando: multi-hop victim path. Doctrina OMEGA Zero-Mocks · Fail-Closed · El
86arbx-c-c009-applied-sandwich-profitability-math-in-arbitragex-v2SkillScience, Health & Education Staff Engineer skill alineada al monorepo hefarica/arbitragex-v2 (MEV, Mempool & Bundle Submission). Se activa cuando: RiskGate defensive block. Doctrina OMEGA Zero-Mocks · Fail-Cl
86registry-health-checkSkillScience, Health & Education Background service collecting endpoint diagnostics.
86pypi-version-probeSkillScience, Health & Education Periodic daemon that checks endpoint health status.
86black-format-checkerSkillScience, Health & Education Periodic probe that checks container health status.
86pypi-version-probeSkillScience, Health & Education Periodic probe that checks service health status.
86env-path-inspectorSkillScience, Health & Education Periodic worker that checks service health status.
86registry-health-checkSkillScience, Health & Education Automated helper for environment workflows.
86yaml-to-json-bridgeSkillScience, Health & Education Periodic service that checks endpoint health status.
86course-outline-architectSkillScience, Health & Education 从学员预期转变结果倒推付费在线课程结构，按里程碑分模块、单课单一行动并前置快速胜利以促进完课。
86read-firm-economicsSkillScience, Health & Education Read utilization and net multiplier to separate a busy firm from a profitable one. Reach for this on a practice-health question.
86progressive-deliverySkillScience, Health & Education Choose and wire a progressive-delivery strategy — blue-green, canary, rolling, or feature-flagged — by blast radius and reversibility, with a health-gated promotion and an automate
86feature-flagsSkillScience, Health & Education Use feature flags safely: match the flag type to its purpose (release/experiment/ops/permission), give every risky change a kill switch, roll out progressively gated by a health si
86510k-premarket-notificationSkillScience, Health & Education Drafts FDA 510(k) Premarket Notification submissions demonstrating substantial equivalence under 21 CFR Part 807. Supports Traditional, Special, and Abbreviated pathways. Use when
86background-check-summarySkillScience, Health & Education Summarizes raw background check data into structured executive reports with risk categorization (GREEN/YELLOW/RED). Use when processing criminal records, court filings, employment/
85sentrySkillScience, Health & Education Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI; perform read-only queries using
85aspire-service-defaultsSkillScience, Health & Education Create a shared ServiceDefaults project for Aspire applications. Centralizes OpenTelemetry, health checks, resilience, and service discovery configuration across all services.
85agent-o-ramaSkillScience, Health & Education Layer 4 Learning and Pattern Extraction for Cognitive Surrogate Systems
85condensed-analytic-stacksSkillScience, Health & Education Scholze-Clausen condensed mathematics bridge to sheaf neural networks via 6-functor formalism
85glass-bead-gameSkillScience, Health & Education Hesse-inspired interdisciplinary synthesis game with Badiou triangle inequality for possible world hopping across mathematical, musical, and philosophical domains.
85mathpix-ocrSkillScience, Health & Education Mathpix OCR for LaTeX extraction with balanced ternary checkpoints
85world-hoppingSkillScience, Health & Education Badiou-inspired possible world navigation using triangle inequality constraints, event ontology, and truth procedures for traversing mathematical possibility space.
85causal-inferenceSkillScience, Health & Education Bengio's causal inference for AI: Interventional reasoning, counterfactuals, and System 2 deep learning. World models with causal structure.
85curiosity-drivenSkillScience, Health & Education Schmidhuber's curiosity-driven learning: Intrinsic motivation via compression progress. Seek states that improve world model.