Use when: writing, refactoring, reviewing or fact-checking flashcards — the operator's Spaced cards (~/cards, formerly Anki), suggestions in his Suggestions view, generated cards, card ctx/answers/precision, card diagrams. Rules digest (no cloze, one answer,…
Use when: drafting email/text/outreach/LinkedIn/scheduling AS Markus. Registers + banned vocab. NOT research memos (/research) or AI-prose cleanup only (/de-slop).
Use when: photoreal Markus in scene template, 'put me in this photo', dating/lifestyle/cinematic shots, likeness fix. NOT generic image gen (/gpt-image-2-6).
Use when: stuck, about to wrap up, or the operator asks what you haven't thought of. One thinking prompt or hole-poke from his usual moves (operator-deck): a divergent angle or an obvious miss, never process or agent orchestration. NOT a checklist to run…
One-shot source-grounded research: /research, 'find papers about', 'what's known about', literature reviews, and science/benchmark memos. Match depth to the question. Not implementation; recurring research and compilation use /research-ops.
Choose a model and effort by principle: the cheapest frontier model that passes the task's verifier, cross-lab review for consequential judgment, facts from tools. Pareto-frontier roster (Opus 5.5, GPT-6.1 Sol, GPT-6 Astra/Luna, Gemini 4 Argon, Fable 5.1,…
Use when: /eval, new benchmark/grader/judge, model bakeoff, auditing eval design. Pre-reg decision rule + power preflight. Modes: design, review. NOT spot-checks (/verify-before) or code diffs (/diff-review).
Use when: /doe, designing a NEW experiment/probe/prereg from a hypothesis+budget — generates arms/shams/controls/bands/power/stopping-rule as a fill-in doc. Complements /eval (grades/scaffolds benchmarks) and dispatch_lint (mechanically enforces a prereg…
Use when: /ambition, 'make this more ambitious', or before a substantive task whose brief is the operator's first guess at a means. Elicits from Markus the goal beyond the goal, the raw source, the outside judge and the fields to borrow, then rewrites the…
Analyze agent sessions and improve shared workflows or codebases through /observe modes. Excludes ordinary edits, single bugs, diff reviews and session-end digests.
Use when: parallel adversarial bug-hunt fan-out or pre-commit audit; scouts write files, orchestrator model triages. NOT a diff-review scout (/diff-review) or plan critique (/critique).
Execute approved plan with hygiene — phased, verify-before-claim, granular commits, worktree subagents, inline tooling. /critique close at end. After /decide or plan file. NOT exploration (/decide).
Use when: reviewing animation/motion/transition code, 'does this feel right', easing/duration choices, hover/press states, motion polish pass. Motion craft only — NOT general code review (/diff-review) or interaction architecture (/interface-thinking).
Headless/scripted browser automation from Bash (Vercel Labs CLI, Rust/CDP). Use for navigating pages, filling forms, clicking, screenshots, scraping JS-rendered pages, testing web apps, Electron apps, or any programmatic web interaction — especially in…
Web scraping and data download toolkit — curl_cffi, Scrapfly, Firecrawl, Browserbase, claude-in-chrome, Exa, agent-browser. Covers which tool for which situation, API keys, fallback chains, structured extraction, authenticated session approaches, and what…
Use when: building or restyling an app, interface, page, 3D scene, animation, diagram, poster or artwork and choosing a visual direction — pull exemplars from Markus's own saved media (Pinterest, Twitter, Instagram) before designing. NOT data-form choice…
Use when: headless `cursor-agent` CLI from shell/CI/scripts, install/auth, or exact Cursor Grok 4.7 read-only repo review. Composer is retired (2026-10-07). NOT in-editor Cursor agent or llmx/claude-cli.
Use when: dry-run before expensive work, 'did it work/crash', live status probe, pre-register prediction before results. Modes: probe, status, preregister. NOT eval design (/eval) or adversarial review (/critique).
Use when: downloading/staging external data (Census, IPUMS, NCES, intel download scripts). Probe→stage→register. Then /dataset-register. NOT papers (/research).
Use when: deciding WHETHER and HOW to show data — sentence vs table vs chart, which form (incl. distributions, uncertainty, multiverse/sensitivity), which tool (Plot/d3/matplotlib/TikZ/three.js), and checking a figure with a blind reader. Styling of HTML…
NATO Admiralty System for grading source reliability and information credibility. Apply automatically during OSINT, forensic investigations, legal research, entity audits, or fraud analysis — NOT for general software or casual research. Every claim gets a…
Bio/medical/scientific evidence and anti-hallucination reference for claim-heavy medical research, genomics interpretation, supplement evaluation, pharmacogenomics, or clinical synthesis. Not a workflow for casual health questions or other technical domains.
Analistas de investigación de mercados y especialistas en marketing
descripción
Use when: vendor/agent landscape scan, 'what's new', trending repos, weekly update check. Filtered vs known memos — NOT deep topic research (/research).
Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`/`claude_agent_sdk`, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT TRIGGER when: code imports `openai`/other AI SDK, general…
Use when: /scientific-drawing, architecture/ERD/math diagram, plot a function. Typst/CeTZ default; TikZ/D2/Asymptote when needed. NOT paid illustration SVGs (/illustration-gen) or Manim (/manim-animations).