MLOps pipeline design workflow for orchestrating training, validation, packaging, and promotion with explicit gates.
Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML visualizatio — from…
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLO — from…
Comprehensive MLOps workflows for the complete ML lifecycle - experiment tracking, model registry, deployment patterns, monitoring, A/B testing, and production best practices with…
Stage 3.5 of the mathematical modeling pipeline. Performs global quality review of all task outputs using an independent subagent with percent-based scoring.
Derive requirements and create a phased execution plan. Use after discussion or research to crystallize what we know into actionable work.
Investigate unknowns identified during discussion. Selects research strategies based on discussion context, runs parallel subagents, and produces RESEARCH.md with a summary and…
Loads human-authored design briefs from .moai/design/ (research, system, spec, pencil-plan) and injects them into /moai design workflow context with priority truncation when token…
Self-research workflow for optimizing moai-adk components through binary eval experimentation loops. Adapted from autoresearch pattern with 5-layer safety architecture.
Аналитик мобильных игр: анализ успешных игр (от $1M/месяц), выделение работающих механик, ревью решений гейм-дизайнеров, прогнозирование метрик.
Builds and ships a Swift/SwiftUI iOS app to the App Store from a natural language idea. Handles all phases autonomously: trend research (X + TikTok + App Store) → SDD spec → Xcode…
Use whenever the task involves auditing, validating, reviewing, stress-testing, challenging, or assessing the readiness of a model, notebook, backtest, experiment, scoring system,…
Validate, gap-fill, and curate genome-scale metabolic models using memote for quality scores and COBRApy for manual curation.
Standardize the reporting of model metrics to ensure statistical rigor and business relevance.
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (ma — from…
Validate neuronal dynamics implementations against analytic solutions, limiting cases, nullcline predictions, or known statistical identities, and add focused tests in the…
Use when targeting 《现代经济探讨》(Modern Economic Research — 江苏省社会科学院主管主办的综合性经济理论月刊, 1982 年创刊, 匿名审稿、不收版面费) or deciding whether a Chinese econ/management manuscript fits this venue.
Use when targeting 《现代金融研究》(Modern Financial Research — 中国工商银行与中国现代金融学会主办、2024 年由《金融论坛》改为现名、不收任何费用、仅邮箱投稿) or deciding whether a Chinese finance manuscript fits this venue.
Use when targeting Molecular Biology and Evolution (MBE) or deciding whether a molecular evolution manuscript fits this venue.
Use when targeting Molecular Cell (Mol Cell) or deciding whether a molecular-biology manuscript fits this Cell Press venue.
Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD,…
Use when targeting Molecular Ecology (Mol Ecol) or deciding whether a manuscript applying molecular approaches to ecological, evolutionary, or conservation questions fits this…
Use when targeting Molecular Psychiatry (Mol Psychiatry) or deciding whether a biological psychiatry or translational neuroscience manuscript fits this venue.
Generates academic reviews for molecules in diseases using PubMed research. Invoke when user needs biomedical literature review with Vancouver citation format.
Standardizes molecular structures using ChEMBL chembl_structure_pipeline and RDKit rdMolStandardize covering sanitization, salt/solvent stripping, neutralization, tautome — from…
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Molecular featurization hub (100+ featurizers) for ML. SMILES to fingerprints (ECFP, MACCS, MAP4), descriptors (RDKit 2D, Mordred), pretrained embeddings (ChemBERTa, GIN,…
Join the MoltLab research community — propose claims, run computations, vote on ideas, debate research, write papers, and review your colleagues' work.
Estrategia e implementacao de monetizacao para produtos digitais - Stripe, subscriptions, pricing experiments, freemium, upgrade flows, churn prevention, revenue optimization e…
Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, or deciding — from…
Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, or deciding — from…
Monitor running experiments, check progress, collect results. Use when user says \"check results\", \"is it done\", \"monitor\", or wants experiment output.
Implement model drift monitoring using Evidently AI, statistical tests (PSI, KS), and custom metrics to detect data drift and concept drift in production ML systems.
Monitor Proxmox infrastructure health and performance. Track node statistics, analyze resource utilization, and identify optimization opportunities across your cluster.
Monitors CockroachDB background job health by identifying failed, paused, and long-running jobs using SHOW JOBS and SHOW AUTOMATIC JOBS.
Monitor cross-chain bridge TVL, volume, fees, and transaction status across networks. Use when researching bridges, comparing routes, or tracking bridge transactions.
Use when targeting Monthly Notices of the Royal Astronomical Society (MNRAS) or deciding whether an astronomy manuscript fits this RAS/OUP venue.
Async deep-research report workflow using Messari AI. Starts a long-form research job, polls until complete, and returns a comprehensive report on any crypto topic, asset, or…
Apply Howard Marks's investment philosophy to evaluate stocks, assess risk, and identify buy/sell timing.
Use when turning a locked still + blueprint into a provider-tuned motion prompt — camera, primary + secondary motion, physics, native-audio sync.
Motion (formerly Framer Motion) animation guidelines for React. Apply when editing files with `motion/react` imports, `whileHover`, `whileInView`, scroll, or spring effects.
Physics-based UI animation system. Spring physics, easing curves, micro-interaction patterns, and timeline staggering for native-quality web animations.
Build sophisticated React animations with Motion (formerly Framer Motion) - declarative animations, gestures (drag, hover, tap), scroll effects, spring physics, layout animations,…
Retrieve quantitative phenotypes across inbred mouse strains from MPD: metabolic, behavioral, physiological traits.
Fast path for adding a movie to the watch-later wishlist. Triggers on short phrases like "add the movie X", "add to films to watch X", "in the film wishlist Y", "new movie to…
Use when creating ATLAS publication-quality plots with matplotlib using mplhep: applying the ATLAS experiment style, placing ATLAS labels (Internal, Preliminary, Simulation),…
Myeloproliferative neoplasm (MPN) research expertise including JAK2/CALR/MPL mutations, myelofibrosis, polycythemia vera, essential thrombocythemia.
Use when building the analytical model or operational mechanism at the core of a Manufacturing & Service Operations Management (M&SOM) manuscript — formulating the decision,…
Drafts Material Transfer Agreements for biological materials between research institutions and commercial entities.
Multi-agent collaborative industry research for OpenClaw. Dynamically assigns research roles, runs parallel research via sessions_spawn with codex/gemini/claude CLI augmentation,…
Run multi-agent research-to-planning pipeline using two sequential agents. Use when the user has campaign data and needs a structured plan without code.
Conduct comprehensive research on any topic by coordinating 2-4 specialized researcher agents in parallel, then synthesizing findings into a detailed report via mandatory…
Parallel multi-AI cross-validation research workflow (大版本). Dispatch N internal sub-agents + grok + gemini in parallel, automatically cross-validate findings, tier by confidence…
Conducts multi-jurisdictional legal research and risk assessment across 50+ countries using the Legal Data Hunter MCP, producing cited comparative analyses of case law,…
Run multiple AI models in parallel for 3-5x speedup with ENFORCED performance statistics tracking. Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or…
Use when searching across both Chinese and international sources simultaneously (17 engines: 8 CN + 9 Global).
Pipeline for grounded research: gather (≥2 sources) → conflict-detect → synthesize-with-provenance. Cites K2 §3.1 (provenance per claim) + K2 §3.2 (multiview retrieval).
Aggregates QC from 150+ bioinformatics tools into one interactive HTML report. Scans FastQC, samtools, STAR, HISAT2, Trim Galore, featureCounts, Kallisto, Salmon, Picard, GATK…
Use when the empirical identification strategy is the bottleneck for a Management-World manuscript — quasi-experimental designs (DID, IV, RDD, DML, event study) with Chinese…