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markusstrasser/skills

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Showing 40 of 55 collected skills.

occupation
unclassified
description

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,…

updated
occupation
unclassified
description

Use when: drafting email/text/outreach/LinkedIn/scheduling AS Markus. Registers + banned vocab. NOT research memos (/research) or AI-prose cleanup only (/de-slop).

updated
occupation
unclassified
description

Use when: YouTube/podcast transcript via yt-dlp for cite or corpus. Transcript-only — NOT video analysis.

updated
occupation
unclassified
description

Use when: monitoring curated X accounts, cashtags, finance tweet pulls. Paid API ($/post). NOT general search (/research).

updated
occupation
unclassified
description

Use when: improving a GPT Image prompt before generation (current: GPT Image 2.6 Sunburst). NOT scene injection (/person-into-scene).

updated
occupation
unclassified
description

Use when: /llmx-guide, writing llmx calls, debugging llmx failures, choosing model/provider, or reading/messaging a running Codex Desktop thread. Python/Bash gotchas — flags, transports, subscription vs API.

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

Use when: why/root-cause, confounder, regression, ACH, DAG adjustment, weakest-link, official/administrative statistic. Lenses: null, causal, dag, hypotheses, fraud, audit, pipeline, stop. NOT ideation (/brainstorm).

updated
occupation
unclassified
description

Use when: Modal deploy/run/debug, GPU/resource config, `from modal import`. v1 API gotchas. NOT generic cloud (/bash only).

updated
occupation
unclassified
description

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.

updated
occupation
unclassified
description

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,…

updated
occupation
unclassified
description

Use when: /critique, 'review plan', 'what's wrong', fact-check plans/findings/closeout. Modes: model, verify, close. NOT code diffs (/diff-review) — critique owns design/plan layer.

updated
occupation
unclassified
description

Use when: /diff-review, review our diff/commit range/changed files, plan/phase closeout diff layer. GPT-6 Astra (codex) scout; parent validates against code. NOT plan/findings review (/critique); NOT Anthropic's built-in /code-review.

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

Use when: /brainstorm, divergent design space, denial/domain/constraint perturbation. Optional multi-model volume. NOT convergent review (/critique) or decisions (/decide).

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

Use when: 'de-slop', AI-prose cleanup, pre-publish voice check. Hunts vocabulary/structure tells — NOT full drafting (/writing-style).

updated
occupation
unclassified
description

Analyze agent sessions and improve shared workflows or codebases through /observe modes. Excludes ordinary edits, single bugs, diff reviews and session-end digests.

updated
occupation
unclassified
description

Use when: /rsi close, session-end digest nudge, goal achieved + verify one claim. fm.py evidence or one [obs]. NOT deep retro (/observe retro).

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

Architecture/strategy decision arc — ground → diverge → cross-model critique → capture. For hard-to-reverse decisions (schema, breaking refactor, tech choice). NOT trivial (/critique) or ideation (/brainstorm).

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

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.

updated
occupation
unclassified
description

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).

updated
occupation
unclassified
description

Use when: downloading/staging external data (Census, IPUMS, NCES, intel download scripts). Probe→stage→register. Then /dataset-register. NOT papers (/research).

updated
occupation
unclassified
description

Use when: 'compile memos', training-data diff, parallel research dispatch, generate/execute lanes. NOT one-shot questions — use /research. Loop conductor: /observe maintain.

updated
occupation
unclassified
description

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…

updated
occupation
unclassified
description

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…

updated
occupation
Biological Scientists, All Other
description

Use when: biomedical source lookup (ClinVar, gnomAD, Ensembl, PubMed, OpenTargets…). Route APIs before synthesis. NOT general memos (/research) unless life-science topic.

updated
occupation
unclassified
description

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.

updated
occupation
Market Research Analysts & Marketing Specialists
description

Use when: vendor/agent landscape scan, 'what's new', trending repos, weekly update check. Filtered vs known memos — NOT deep topic research (/research).

updated
occupation
Software Developers
description

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…

updated
occupation
Software Developers
description

Use when: Manim/3B1B-style math animation, equation visuals, render manim scenes. NOT static figures (/scientific-drawing).

updated
occupation
Software Developers
description

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).

updated
Showing 40 of 55 collected skills.