Perform post-experiment retrospective for EDA runs, classify failure/success mechanisms, propose high-confidence next actions, and decide whether to recursively trigger a new eda-loop iteration. Use after each experiment batch with monitor/summary/manifest artifacts.
Guide for sending document pages to Label Studio for human feedback on transcriptions. Use when: feedback, label studio, annotation, review transcription, quality check, send to label studio, import to label studio, human review, correct transcription, segmentation feedback, transcription feedback, ALTO to label studio, review pages, flag pages for review, quality assurance, QA, annotation task, annotate images, label images, send images for annotation.
Implement sample verification, docs-generation checks, CI wiring, and other repository tooling changes for the analyzer package.
A/B testing and experimentation workflow: hypothesis design, metric selection, sample size calculation, statistical significance, common pitfalls (peeking, SRM, novelty effect), and experiment lifecycle. Complements feature-flags (implementation) with statistical rigor.
Track medications with dosage schedules, log doses taken or skipped, monitor adherence rates, manage refill reminders, and check basic drug interactions. Use when a user needs to manage their medication schedule, log dose history, or review adherence.
Audit evidence collection and trail verification. Gathers artifacts, validates controls, generates audit reports, and maintains compliance documentation. Use when: "audit trail", "collect evidence", "audit report", "control testing", "compliance documentation"
Design statistically rigorous A/B tests and experiments. Formulate hypotheses, select metrics, calculate sample sizes. Discovers analytics and feature flag tools via capability detection. Use when: "design experiment", "A/B test", "hypothesis", "sample size", "what metrics", "test my feature", "should we experiment"
Use when reviewing current branch for bugs before pushing or merging, when wanting a thorough multi-agent review of local changes, or when preparing work for human review
Use when reviewing current branch for bugs before pushing or merging, when wanting a thorough multi-agent review of local changes, or when preparing work for human review
Use when reviewing current branch for bugs before pushing or merging, when wanting a thorough multi-agent review of local changes, or when preparing work for human review
Investigate homelab infrastructure health using VictoriaMetrics and VictoriaLogs. Use for node health, pod issues, storage, network, and security investigation.
Record field scouting observations, track pest and disease pressure, and manage spray application records. Use when asked to log a new pest sighting, check which fields have high pressure, find all codling moth observations, view spray history for a field, or check if a pre-harvest interval has cleared. Triggers include "log observation", "scouting report", "pest pressure", "disease found", "field scouting", "spray record", "PHI", "pre-harvest interval", "observation history", "high pressure fields", or any task involving pest or disease tracking.
Record soil test results, track nutrient levels over time, and log soil amendments. Use when asked to add a soil test, check which nutrients are deficient, view field nutrient history, record a lime or fertilizer application, or compare field health across tests. Triggers include "soil test", "soil pH", "nutrient deficiency", "add lime", "compost application", "phosphorus low", "organic matter", "amendment record", or any task involving soil chemistry tracking.
Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources. Use when the user needs thorough investigation, market research, technical deep-dives, due diligence, or comprehensive analysis on any subject.
Start a structured clinical research session. Triggers on "/research", "start research", "new study", "analyze cohort", "investigate hypothesis", "research question", or when users describe clinical research goals. Interviews the user, then produces a rigorous research plan.
Review planning artifacts (research, data model, contracts) for quality and completeness. Use when reviewing plan phase outputs, finding gaps in design decisions, or when you see "review research", "review data model", "review contracts", "plan quality", or "phase review".
Reviews implemented ADRs by comparing them against actual implementation and updating feedback sections. Use this when the user wants to review an ADR implementation, validate architectural decisions, or update ADR feedback logs.
Diagnose book marketing copy problems and generate platform-optimized blurbs, descriptions, taglines, and query pitches. Use when marketing copy feels weak, when descriptions aren't converting, or when starting marketing from scratch.
Curate and analyze technical articles from engineering blogs about AI, software engineering, and emerging tech trends. Use when user asks about tech news, AI updates, engineering blogs, new frameworks, industry trends, or wants a daily tech briefing. Surfaces relevant content from authoritative sources with actionable insights.
Extract and document a writer's distinctive voice patterns for consistent reproduction. Use when you need to capture writing voice, analyze writing style, create a voice guide, or write in someone's established style. Keywords: voice, tone, style, writing analysis, fingerprint.
Parse ebooks and extract concepts with citation traceability. This skill should be used when the user asks to 'analyze a book', 'extract concepts from an ebook', 'build a knowledge network from books', or wants to synthesize themes across multiple sources. Keywords: ebook, book analysis, knowledge extraction, concepts, citations, synthesis, non-fiction.
Search through memory files - learnings, decisions, observations, questions, episodes, reflections. Use when looking for past insights, recalling why a decision was made, finding what was learned about a topic, or searching conversation history. Trigger words: memory, remember, recall, search, find, when did, what did I learn, past.
Guide agents through structured research including planning, multi-query execution, source analysis, and synthesis. Use for comprehensive topic research, deep investigation, or creating research reports. Keywords: research, investigate, deep dive, comprehensive, analysis, synthesis, report.
