Deploy and run ML experiments on local or remote GPU servers. Use when user says \"run experiment\", \"deploy to server\", \"\u8dd1\u5b9e\u9a8c\", or needs to launch training jobs.
Run the post-award research loop — provision tools, build the method, run experiments, and verify every number — then stop at gate G4 "accept results?".
Use Local Deep Research to run private agentic research passes across web, academic, and local document sources with citations and an encrypted knowledge base.
Use DeerFlow to orchestrate subagents, memory, sandboxes, tools, and skills for supervised research, coding, and creation tasks that take minutes to hours.
Install reusable Codex or Claude Code skill bundles for Nature-style manuscript polishing, academic writing, citations, paper reading, response drafting, data handling, slides,…
Submit a training job to the Databricks GPU cluster, wait for results, and pull MLflow metrics back locally.
Create persistent investment-research workspaces where agents process market data, filings, models, charts, and thesis updates over time.
Build repeatable evaluation experiments for agents and LLM apps with output checks, trajectory scoring, simulators, and trace-based review.
Give an agent curated scientific workflows, databases, and domain-specific guidance when general prompting is not reliable enough for research-heavy work.
Guide for designing Run resources in OptAIC. Use when creating PipelineRun, ExperimentRun, BacktestRun, PortfolioOptimizationRun, TrainingRun, InferenceRun, or MonitoringRun.
Use Khoj to connect private knowledge and web sources, create a custom agent, and schedule recurring research or notification workflows.
Use tldw_server when an agent workflow needs to ingest video, audio, documents, and web pages into a local research layer with RAG, evals, OpenAI-compatible APIs, and MCP access.
EXPERIMENTAL. Open → service → close on autopilot. Drive your entire phased plan to completion in one session (supervised by default).
Rigor Train skill for deep learning research repositories. Use when a documented or selected training command should be run conservatively for startup verification, short-run…
Calculate GDP-weighted mean of net exports as % of GDP using SUMPRODUCT in Excel, including all supporting statistics (min, max, median, percentiles).
Execute chaos engineering experiments to test system resilience. Use when performing specialized testing.
Use when about to execute Ruby code, run a benchmark, or invoke bundle/irb for any part of this talk repo.
Дизайн нового проекта: скептические вопросы, research, архитектура docs, опциональный scaffold после approval.
Use when you need to verify that an S4 replacement method (e.g., `mz<-`) in a bioinformatics backend class correctly validates input data using vectorized operations on…
Rigor Debug / Rigor Audit skill for deep learning research work. Use when the user pastes a traceback, terminal error, CUDA OOM, checkpoint load failure, shape mismatch, NaN loss…
Research market rates, build negotiation strategy, and create counter-offer scripts
Research a Salla competitor and produce a structured battlecard. Pre-wired for the MENA e-commerce landscape: Zid, Shopify Arabia, WooCommerce, Expandcart, Rewix.
Use when designing multi-batch LC/GC-MS experiments where samples belong to multiple groups or conditions and you need to ensure that each injection plate receives a balanced…
Use when when designing injection sequences for LC/GC-MS multi-omics experiments where you need to distribute samples across multiple plates and must account for mandatory QC…
Use when after MZmine feature detection and molecular networking on a single LC-MS/MS DDA sample, when you have a feature table (with retention time, m/z, fragmentation spectra)…
Use when when you have loaded centroided .mzML files into a Spectra object and plan to use TARDIS (tardisPeaks) with an MsExperiment object rather than file paths, and you need…
Use when when you have an Excel file uploaded by a user following the InjectionDesign template schema and need to convert it into a modifiable, structured sample list that…
Use when when you have loaded (un)targeted metabolite data into a Metaboprep object and need to exclude samples with excessive missing values before quality control or statistical…
Basic sample size estimator for clinical research planning. Computes per-group and total N for two-sample/paired t-tests, chi-square tests, and proportion comparisons, reporting…
Führt von der KI generierten Python-Code für Data-Science, Mathematik und AutoML 100% isoliert im Browser aus.
Secure sandboxed code execution environments for reproducible research computing
An open-source analysis pipeline to detect germline or somatic variants from whole genome or targeted sequencing
Summarize and save research findings from the current conversation into a well-structured markdown document.
Graduate ONE Explore experiment to a production component — preserve the experiment (cp, never git mv), pick new-vs-update, close the decision loop.
Set up complete experimental infrastructure for all runs in a designed experiment. Orchestrates parallel generation of fine-tuning configs (via scaffold-torchtune) and evaluation…
Build college-algebra-floor, self-study tutorials that teach statistical formulas and derivations from the ground up — primers before use, a closure-audited glossary,…
Use when when converting mzML files to imzML format and the source mzML contains multiple scan filters (e.g., different MS/MS isolation windows, ionization modes, or mass ranges…
Svensk offentlig statistik från SCB via PxWebApi v2. Använd ALLTID när någon frågar om svenska siffror, statistik, befolkning, KPI, inflation, arbetslöshet, löner, priser — from…
Svensk offentlig statistik från SCB via PxWebApi v2. Använd ALLTID när någon frågar om svenska siffror, statistik, befolkning, KPI, inflation, arbetslöshet, löner, priser — from…
定时研究监测器：围绕已有文档或给定 topic 理解当前研究方向，按最近一段时间持续检索 arXiv、官方 benchmark 页面、数据集页面、公司官方博客和权威技术来源，生成中文增量证据摘要与待更新候选项。适合 recurring research、自动化巡检和新证据跟踪时调用。
Evolve your brain's schema pack. Add page types, propose new ones from corpus scans, backfill page.type on existing pages, audit pack health.
Schema.org research assistant for Logseq Template Graph. Investigates Schema.org classes and properties, suggests standard vocabulary, validates hierarchies, and provides…
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation — from…
Find academic papers, explore citations, and export BibTeX. Use when asked about research papers, references, citations, bibliography, or scholarly information.
Polishes academic English paragraph by paragraph, reviewing grammar, word choice, voice, coherence, and sentence structure. Outputs revision suggestions alongside polished text.
Provides pre-kindergarten readiness checklists covering academic foundations, social-emotional skills, self-care abilities, and first-day preparation logistics.
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Simulates a strict SCI peer-review workflow; trigger when a user uploads or pastes a manuscript (PDF/DOC/DOCX/TXT) and requests an innovation score (1–12) plus experimental-logic…
Use to enforce Science's statistics and reproducibility reporting — n and replication, test choice and assumptions, effect sizes with uncertainty, multiple-comparison control,…
Translates dense scientific terminology from academic papers, press releases, or expert interviews into plain English a journalist can quote or paraphrase.
Use when targeting 《科研管理》(Science Research Management — 中国科学院科技战略咨询研究院主办的科研/创新管理月刊, 1980 年创刊) or deciding whether a Chinese R&D/innovation-management manuscript fits this venue.
Use when targeting Science Signaling (Sci. Signal.) or deciding whether a cell-signaling, systems-biology, or signaling-pharmacology manuscript fits this AAAS venue.
Use when you need to isolate a space (like a greenhouse) by closing doors or openings to create a contained environment.
Use when the agent needs to confirm and prepare a specific inventory item before using it in an experiment or task step.
Use when the agent needs to direct attention to a specific object in the environment or inventory before performing a critical action such as measuring, using, or connecting.
Scientific-methodology skills for the SciTeX ecosystem — publication-quality figures, statistics, experiment reproducibility.
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying re — from…
Generate BibTeX from DOI metadata and check open-access status on iOS through AMA native intents instead of citation scripts.