Builds a structured lab result summary with current biomarker values, reference ranges, trend direction vs.
Explique des résultats d'analyses médicales en langage simple. À utiliser quand l'utilisateur colle un bilan sanguin, une analyse, des valeurs biologiques ou demande ce q — from…
Triggered when new lab results arrive from a patient portal (MyChart/Epic) or are uploaded manually. Parses each biomarker against clinical reference ranges (glucose, A1c, LDL,…
Writes a structured flag to vault/health/open-loops.md when a lab biomarker falls outside its clinical reference range.
Structured ideation primitive for hex. Ingests evolution/observations.md, todo.md backlog, project contexts, and raw/captures/ — then thematically clusters them into candidate…
Quickly judges whether a biomedical paper is worth deep reading by screening for question fit, design quality, sample adequacy, methodological novelty, and reproducibility value.
Implements HIPAA Privacy Rule requirements for research uses of protected health information under 45 CFR §164.512(i).
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images.
WSI processing for digital pathology. Tissue detection, tile extraction (random, grid, score-based), filter pipelines for H&E/IHC. For dataset prep, tile-based DL, slide QC.
Automated service deployment with validation, templating, and verification - use when deploying new services, updating existing deployments, or troubleshooting deployment issues
Use when working with Proxmox homelab infrastructure - Terraform provisioning, Ansible configuration, or Nix devshells. Covers LXC containers, services, secrets, and IaC workflows.
Readiness checklist for homelab VLAN segmentation, local DNS filtering, and WireGuard-style remote access before changing router, firewall, DHCP, or VPN configuration.
Home network architecture from scratch — gateway placement, switch and AP selection, IP addressing scheme design, DHCP scoping, and common setup mistakes for homelab beginners.
Pi-hole installation, blocklist management, DNS-over-HTTPS setup, DHCP integration, local DNS records, and troubleshooting broken DNS resolution on a home network.
Segmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk config, firewall rules, and…
WireGuard VPN server setup, peer configuration, key generation, split tunneling vs full tunnel routing, and remote access to a home network from mobile and laptop clients.
Monochrome — Ivory ledger paper with all-black type; Lora serif headlines, Jost body, no color at all.
Pin & Paper — Yellow paper with safety-pin illustrations, ink-blue handwritten Caveat, paper-grain texture.
Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional — from…
Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to models/datasets, claiming authorship, and generating professional — from…
Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms.
5 humanities skills. Trigger: textual analysis, archival research, digital humanities, philosophy. Design: digital tools and qualitative methods for humanities scholarship.
Используется для глубокой редактуры и «очеловечивания» уже написанного машинного текста академической направленности, снимая паттерны ИИ с сохранением исходного смысла.
Detect and rewrite AI-like Chinese text with a practical workflow for scoring, humanization, academic AIGC reduction, and style conversion.
Gracefully pause mid-session — writes a handoff note (current hypothesis, next planned step, mid-edit files, uncommitted work strategy) to .hv/handoff/.md so /hv-resume in…
Ingest academic PDFs into structured read artifacts, render outlines, and extract heuristic evidence cards for methods, datasets, figures, and claims.
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g — from…
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g — from…
LLM-driven hypothesis generation/testing on tabular data. Three methods: HypoGeniC (data-driven), HypoRefine (literature+data), Union.
Manages the project's testable hypotheses — surfacing new ones, refining existing ones, updating status, reviewing the full set, and assessing hypothesis state based on evidence…
Write testable product hypotheses with clear success metrics, baselines, targets, and timeframes. Produces a structured hypothesis statement, supporting evidence, a validation…
Когда не знаешь почему что-то происходит — выдвигает 4-6 конкурирующих объяснений и систематически убивает ложные через kill-тесты и confidence scores.
Structured code debugging through hypothesis formation and falsification planning. Use when diagnosing bugs, unexpected behaviour, or system failures where the root cause is…
Manages hypothesis lifecycle, enforces validation criteria, time budgets, and confidence scoring rules.
Investigate build failures, test errors, runtime crashes, or unexpected behavior through systematic minimal reproduction, multi-hypothesis testing, and evidence-based…
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…
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.
Comprehensive guide to writing testable product hypotheses that drive learning and prevent building the wrong things
International Criminal Tribunal for the former Yugoslavia (ICTY), International Criminal Tribunal for Rwanda (ICTR), and the International Residual Mechanism for Criminal…
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.
Process and manipulate images using ImageMagick. Supports resizing, format conversion, batch processing, and retrieving image metadata.
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…
Research-backed prompting techniques for improved AI response quality (+45-115% improvement). Use when optimizing prompts, enhancing agent instructions, or when maximum response…
Comprehensive incident root cause analysis skill for distributed systems. Analyzes logs, metrics, and traces to identify cascading failures, resource contention, and root causes…
Research-driven investigation skill for validating solutions and exploring documentation. Never ask questions you can answer yourself through research.
Deep domain research and expertise synthesis across industries, combining academic research, market intelligence, and practitioner knowledge
Skills for finding, evaluating, and using information effectively and ethically across print and digital sources.
Drafts regulatory-compliant informed consent forms for healthcare procedures, clinical trials, research participation, or professional services.
Orchestrate comprehensive TODAS research for novel/emerging domains (1-7 subagents adaptive). Specializes in unprecedented topics, post-training data, and emerging technologies.