Study, quiz, and drill support for the Claude Certified Architect – Foundations exam.
Maps query single-cell data to reference atlases using scArches transfer learning with scVI and scANVI models.
Selects informative features for biomarker discovery using Boruta all-relevant selection, mRMR minimum redundancy, and LASSO regularization.
Implements nested cross-validation and stratified splits for unbiased model evaluation on biomedical datasets.
Builds classification models for omics data using RandomForest, XGBoost, and logistic regression with sklearn-compatible APIs.
Explains machine learning predictions on omics data using SHAP values and LIME for feature attribution. Identifies which genes or features drive classifier decisions.
Analyzes time-to-event data using Kaplan-Meier curves, log-rank tests, and Cox proportional hazards regression with lifelines.
Deep learning-based variant calling with Google DeepVariant. Provides high accuracy for germline SNPs and indels from Illumina, PacBio, and ONT data.
Clinical study design skill for medical device trials including IDE studies and post-market studies
Expert-level education technology, learning management systems, and ed-tech platforms
Proactively learn about the user through onboarding and ongoing observation. Use at session start and when you notice potential preferences.
Erstellt Moodle-Kurse aus Lernfeld-Materialien (Matchpläne, Präsentationen, Arbeitsblätter). Use when: Lehrer möchte Unterrichtsmaterial in Moodle-Kursstruktur umwandeln,…
Capture, categorize, and retrieve project lessons learned for organizational learning
Run a retrospective after generating a CLI. Identifies systemic improvements to the Printing Press — templates, Go binary, skill instructions, catalog — so the next CLI comes out…
Geometric deep learning-based polygenic risk score prediction using PRS-Net for modeling gene interactions, enhanced disease prediction, and cross-ancestry portability.
Recall, search, continue, or analyze past conversations. Triggers on recall phrases ("what did we discuss", "continue where we left off", "we decided"), retrospective phrases ("do…
Retrospective feedback system with Execute-Verify-Gate structural anti-skip enforcement for DevForgeAI operations.
Design training curricula and learning paths for change initiatives with competency-based learning
[INTERNAL — invocada via ag-4-teste-final] Cria cenarios QAT de alta qualidade seguindo metodologia User Story → QAT Scenario.
Audit and improve project conventions files (AGENTS.md, CLAUDE.md, GEMINI.md). Scans for all conventions files, evaluates quality against a scoring rubric, outputs a quality…
This skill should be used when the user asks to "bootstrap few-shot examples", "generate demonstrations", "use BootstrapFewShot", "optimize with limited data", "create training…
This skill should be used when the user asks to "fine-tune a DSPy model", "distill a program into weights", "use BootstrapFinetune", "create a student model", "reduce inference…
Transform text into Mainland China Mandarin （中國大陸普通話） — the everyday spoken and media register of the People's Republic of China.
Score work/current/plan.md against a 6-dimension rubric using a 3-judge cross-vendor LLM panel; write a structured record to ~/.yakos-state/plan-quality-log.ndjson
Run a prompt against a golden dataset and report per-rubric regression vs the prior pinned version, not just an aggregate score
This skill should be used when the user asks to 'reflect on this session', 'save insights to memory', 'capture what we learned', 'commit this to memory', 'save decisions to Basic…
Long-form guided demo of the all-maw-verb team bootstrap pattern — walks step-by-step from blank tmux session → maw tile N → TeamCreate → maw run with team-flagged claude.exe →…
Transforms knowledge sources into an Obsidian StudyVault. Two modes: (1) Document Mode — PDF/text/web sources → study notes with practice questions.
Context-aware chat about the project: discuss plans, retros, lessons, and code; navigate the vault; and handle chores (frontmatter tweaks, status flips, inline plan or code edits)…
Lessonly (Seismic Learning) training platform integration
Create session retrospective with AI diary and lessons learned. Use when user says "rrr", "retrospective", "wrap up session", "session summary", or at end of work session.
EO MicroSaaS OS Guide v2 — master orchestrator for the 6-phase MicroSaaS journey. Creates workspace, detects progress, guides students phase-by-phase, handles language pr — from…
[74] CLOSE. Quick checkpoint during active work when context is running low. Use multiple times per development cycle to preserve progress and lessons.
Adaptive Cross-session Experience (ACE) playbook manager. Handles lesson extraction, playbook updates, and confidence tracking.
Audit this repo against the AI Codebase Maturity Model (ACMM) — canonical 6-level rubric with 85 criteria from 4 source frameworks (ACMM, Fullsend, AEF, Reflect).
Tutor a student through the A.CRE Accelerator Core — the 18-course flagship program that teaches CRE pros to build institutional-quality models from scratch.
Эксперт active learning. Используй для ML с участием человека, uncertainty sampling, annotation workflows и labeling optimization.
Generiere eine Hinweisfolge für einen Problemtyp, die progressive Offenlegung zeigt ohne die Antwort zu geben.
Add educational comments to the file specified, or prompt asking for file to comment if one is not provided.
TLCL müfredatına yeni bir ders/görev ekler. js/course.js içindeki courseData dizisine kitapla hizalı bir ders nesnesi ekler, gerekli komutları açar ve en/ aynasını çevirir.
Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.
Use when providing educational legal structure guidance for entrepreneurs. Covers business entity selection, liability considerations, IP protection, and professional referral…
Client advisory communication with fiduciary tone, compliance-friendly language, and plain-language financial education
Structured post-goal reflection that extracts lessons, evaluates quality, and feeds the self-improvement loop
AG-Vorbereitung und Cold-Call-Prep für Jurastudium: Anwendungsfall Student wird im naechsten Seminar oder Arbeitsgemeinschaft aufgerufen und muss konkrete Faelle vorbereiten und…
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more.
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more.
Create and train AI learning plugins with AgentDB's 9 reinforcement learning algorithms. Includes Decision Transformer, Q-Learning, SARSA, Actor-Critic, and more.
Train AI agents using AgentDB's 9 reinforcement learning algorithms including Q-Learning, DQN, PPO, and Actor-Critic.
Help users create and run AI evaluations. Use when someone is building evals for LLM products, measuring model quality, creating test cases, designing rubrics, or trying to…
Expert in applying AI to education - AI tutors, personalized learning paths, content generation, automated assessments, and adaptive learning systems.
Use when the user works with AI-Shifu (AI师傅) courses in any capacity of creating, writing, editing, rewriting, optimizing, reordering, deploying, publishing, previewing, or…
AI 관련 자료(YouTube URL, 블로그 URL 등)를 받아 내용을 분석하고 정리하여 Obsidian vault에 마크다운 노트로 저장한 뒤 GitHub에 자동으로 푸시하는 스킬.
Navigate through plant intelligence and living forest consciousness. Deploy ONLY when nature consciousness, ecological wisdom, or plant medicine context emerges naturally.
Score composed artifacts against blueprint rubric. Evaluates hook density, singability, rhyme tightness, section completeness, and profanity compliance.
Supervisoren-Prüfwarteschlange — studentische Arbeitsergebnisse warten hier auf die Supervisoren-Freigabe, bevor sie an Mandanten oder Gerichte gehen.
Comprehensive annual content review — total output, revenue, growth, top performers, lessons learned, and next-year strategy. The year-end report that shows how far you've come.
Document technical debt, anti-patterns, and patterns to avoid from analyzed frameworks. Use when (1) creating a "Do Not Repeat" list from framework analysis, (2) categorizing…
Turn raw technical material into a shareable public-safe artifact while keeping the raw source separate, placing the sanitized result in the canonical sharing surface, and…
Apprenticeship pedagogy for the trades — how craft is actually taught, which is almost nothing like how classroom subjects are taught.