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.
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,…
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 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…
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…
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…
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…
Fierce autonomous internal co-founder. Bounded web research for evidence-backed improvements. Structured idea formulation with self-critique filter that rejects ideas not — from…
Research-driven investigation skill for validating solutions and exploring documentation. Never ask questions you can answer yourself through research.
Induct research sources into a research repository. Point at an issue, a single file, a directory of papers, or a URI and the skill reads, annotates, and files structured…
Use when targeting 《产业经济研究》(Industrial Economics Research — 江苏省教育厅主管、南京财经大学主办的产业经济专业双月刊, 2002 年创刊, CSSCI) or deciding whether a Chinese industrial-econ manuscript fits this venue.
Ability to analyse, design, optimise, and improve systems that integrate people, processes, technology, and resources to meet defined performance, quality, cost, and safety…
Deep domain research and expertise synthesis across industries, combining academic research, market intelligence, and practitioner knowledge
Systematic research protocol for discovering novel AI-native software businesses in the synthetic workforce era.
Drawing conclusions about populations from sample data. Covers sampling distributions, confidence intervals, hypothesis testing (z-tests, t-tests, chi-squared tests, ANOVA),…
Multi-agent research skill for parallel research execution (10 agents, battle-tested with real case studies).
Catalog of informal fallacies with definitions, canonical examples, and detection heuristics. Covers relevance fallacies (ad hominem, straw man, red herring, appeal to authority,…
Skills for finding, evaluating, and using information effectively and ethically across print and digital sources.
Use when targeting Information Systems Research (ISR) or deciding whether an information-systems behavioral / economic / design-science manuscript fits this venue.
Drafts regulatory-compliant informed consent forms for healthcare procedures, clinical trials, research participation, or professional services.
Ingest a Claude Code working session into a vault as a source-note. Captures the final artefacts (files produced), key decisions made, calibration notes (what was considered and…
Legacy-project style inheritance skill. Use when the user types /inherit-legacy-style, or when onboarding an AI coding agent onto a hand-written legacy project and you need to…
Initiate coverage — generate both research note (HTML) and Excel model (.xlsx)
Create institutional-quality equity research initiation reports through a 5-task workflow. Tasks must be executed individually with verified prerequisites - (1) company research,…
SEO strategy and keyword research — build topic clusters, keyword gap analysis, on-page audit, and prioritized SEO roadmap.
Universal self-review protocol for all Rune teammates. Adapts checklist per agent role (worker, fixer, reviewer, researcher, forger, aggregator).