Identify, structure, and catalog testable hypotheses from pilot signals and strategic inputs. Use when transforming unstructured idea lists or pilot objectives into a formal…
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propo — from…
Generate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose mechanisms, for scientific inquiry…
Resolve organizational friction and "disagree and commit" scenarios by decomposing high-level mandates into testable assumptions.
Evaluate, propose, or critique a scientific hypothesis or testable claim using the lab's type-aware gating pipeline.
Custom Hypothesis strategy patterns for property-based testing. Activated when designing test data generators or property tests.
Тестируемая гипотеза — We believe / Will result in / We'll know when [metric] reaches [threshold]
Guide selection and interpretation of statistical hypothesis tests. Use when: (1) Choosing appropriate test for research data, (2) Checking assumptions before analysis, (3)…
Property-based testing with Hypothesis for discovering edge cases and validating invariants. Use when implementing comprehensive test coverage, testing complex logic with many…
Take any claim and design + execute a complete research protocol to test it. Apply scientific method automatically: design study, gather data, run analysis, provide verdict with…
Retrieve and update company hypotheses in Primr. Use when the user asks what is already known, wants to validate a claim, or wants to persist a research finding.
Use when when you have completed DESeq2 differential expression analysis on RNA-seq count data and obtained p-values for each gene, use IHW if you want to improve power to detect…
Comprehensive guide to writing testable product hypotheses that drive learning and prevent building the wrong things
Applies "what if" thinking to explore alternative scenarios, test assumptions, understand causal relationships, and prepare for uncertainty.
Automatically score growth experiments using the ICE framework (Impact × Confidence × Ease). Use when the user creates a new experiment, mentions scoring or prioritization, or…
Use when designing or auditing ICLR experiments, including baselines, ablations, scaling laws, robustness, statistics, benchmarks, human evaluation, and compute reporting.
Use when stress-testing ICML experimental evidence before submission or rebuttal, including strong tuned baselines, mechanism-isolating ablations, seed variance and confidence…
Use when deciding whether a manuscript fits ICML, choosing the main research track versus the ICML Position Papers track or another venue (NeurIPS, ICLR, AISTATS, UAI, COLT,…
International Criminal Tribunal for the former Yugoslavia (ICTY), International Criminal Tribunal for Rwanda (ICTR), and the International Residual Mechanism for Criminal…
Growth engine for ID8Labs. Systematic experimentation and optimization to scale products through data-driven decisions, retention focus, and sustainable acquisition channels.
Market validation engine for ID8Labs. Transforms raw ideas into validated (or invalidated) opportunities through systematic research.
Generate and rank research ideas given a broad direction. Use when user says \"\u627eidea\", \"brainstorm ideas\", \"generate research ideas\", \"what can we work on\", or wants…
Workflow 1: Full idea discovery pipeline. Orchestrates research-lit \u2192 idea-creator \u2192 novelty-check \u2192 research-review to go from a broad research direction to…
Timeboxed divergent ideation that outputs ranked options plus day-one experiments.
Five-phase pipeline (triage → clarify → research → PRD → plan) that turns a raw idea into four linked files: clarifying questions, deep research, a PRD with non-goals and metrics,…
Trend research and viral content breakdown workspace for radar pulls, URL breakdowns, account comparison, subscriptions, and script remixing.
Use when running the full idea workflow: capture a rough idea, expand it into design/UI/implementation docs, research similar products, and generate build-ready Markdown artifacts.
Use when reviewing one specific idea/design doc, researching similar products, and producing a separate technical implementation plan or roadmap.
Advanced product idea validation through comprehensive market research, competitive analysis, demand verification, technical feasibility assessment, and monetization potential…
Identify the Ideal Customer Profile (ICP) from research data with demographics, behaviors, JTBD, and needs.
Brainstorm creative, novel, non-obvious ideas or options for an open-ended problem and narrow them to a recommendation.
Use when you receive mass spectrometry data through heterogeneous identifier formats—specifically when the input could be a GNPS Task ID, a Universal Spectrum Identifier (USI), or…
Enumerate the named camps on a contested topic before research begins. Builds the perspective scaffold that `/source-map` and `/compare-hypotheses` consume downstream in the…
Use when you have experimental MS/MS spectra and need to assign definitive molecular identities by matching against a curated spectral library.
Use when designing or auditing IJCAI or IJCAI-ECAI experiments, baselines, ablations, statistical evidence, hyperparameter reporting, compute descriptions, dataset handling,…
Use when strengthening IJCAI or IJCAI-ECAI reproducibility evidence for theory, algorithms, datasets, and computational experiments under the official…
Use when you have raw .idat files or a beta-valued matrix from an Illumina HumanMethylation450 or EPIC array experiment and need to import the full probe set into R for downstream…
Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata.
Development guidelines for Quantum Skincare's Python FastAPI image processor microservice. Covers FastAPI patterns, Perfect Corp API integration, MediaPipe FaceMesh validation,…
Generate renderable, scientific-style SVG graphics directly from natural-language requirements (no image models).
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI…
Use when you have imaging mass spectrometry data from spatial metabolomics experiments and need to reduce the high-dimensional peak space to a ranked set of marker ions for…
Implement a generative diffusion model (DDPM or score-based) with noise scheduling, U-Net architecture, training loop, and sampling procedures including DDIM acceleration.
Implement a research paper as an interactive marimo notebook together with the user. Start by understanding what the user wants to explore, fetch the paper via alphaxiv, then…
Implement a research paper in a marimo notebook fully automatically without extra user input.
Guides you through implementing a research paper step-by-step from scratch. Use when asked to implement a paper, code up a paper, reproduce research results, or build a model from…
Implements a GitHub user story from planning through PR creation, with research, codebase analysis, and structured commits.
Use when building, creating, or adding functionality. Triggers: "implement X", "build Y", "add feature Z", "create X", "start a new project", "Would be great to...", "I want…
Strategic guidance for operationalizing machine learning models from experimentation to production. Covers experiment tracking (MLflow, Weights & Biases), model registry and…
Build network traffic baselines from NetFlow/IPFIX data using Python pandas for statistical analysis, z-score
Evaluates and improves existing AGENTS.md files in projects. Identifies bloat, contradictions, stale references, and missing scopes — then applies progressive disclosure…
Use when rewriting or refreshing an existing page that's underperforming. The agent fetches the URL, analyzes the current content, researches the SERP, and rewrites using the full…
Use when you have a collection of compound structures in SDF format (e.g., DNA adduct structures) and need to systematically generate predicted fragment spectra across a defined…
Runs a full inbox triage using the knowledge base created by the 'inbox-setup' skill. Light-intake by design (most invocations skip questions and run with KB-default preferences);…
Research-backed prompting techniques for improved AI response quality (+45-115% improvement). Use when optimizing prompts, enhancing agent instructions, or when maximum response…
Investigate a live or recent incident. Anchor the window, bisect the change surface, classify against four reference failure paths (OOM, DNS, cascading-failure,…
Build and operate the "Incident Playbook Synthesis for scientific publishing pipelines" capability for scientific publishing pipelines.
Comprehensive incident root cause analysis skill for distributed systems. Analyzes logs, metrics, and traces to identify cascading failures, resource contention, and root causes…
Search and scrape Indeed job listings and company information using Bright Data's Web Scraper API. Use when the user asks to find jobs on Indeed, search for job postings by…