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Aktives Lernen und Wissensaufbereitung (Deutsch) · ellmos-ai | DecimalAI

productivityby ellmos-ai

Aktives Lernen und Wissensaufbereitung (Deutsch)

ellmos-ai/academic-study-learn

Source ellmos-ai/skills ↗License MIT

Aktives Lernen, Erarbeitung von Fachinhalten und strukturierte Erstellung von Synthesen.

SkillScore77Maintained

Automatic

Tutoring & Education pack

Last verified 8/6/2026

What it changes

Passed 17 of 22 test cases with the skill, and 14 of 22 without it.

Without skill64%

With skill77%

Checks it passed that the model alone missed

Generates a structured concept card rather than a multi-page verbatim transcript
Rejects pure rote formula repetition in favor of explaining the underlying physical mechanisms
Prioritizes explaining the electron density shift mechanism over memorizing visual arrow positions

3 fixed14 passed either way5 still failing0 broke

Pass-rate lift: +14 pp
Tokens: -6%
Agent turns: 0%
Response time: -18%

Model gemini-3.6-flashMeasured 8/6/2026v117 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/ellmos-ai-academic-study-learn/SKILL.md https://app.decimal.ai/s/ellmos-ai-academic-study-learn/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ellmos-ai-academic-study-learn, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/ellmos-ai-academic-study-learn/ and pins it in .decimal/skills.lock

decimalai skills add ellmos-ai-academic-study-learn

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/ellmos-ai-academic-study-learn/SKILL.md https://app.decimal.ai/s/ellmos-ai-academic-study-learn/SKILL.md

Raw file: /s/ellmos-ai-academic-study-learn/SKILL.md ↗ · machine-readable summary at /s/ellmos-ai-academic-study-learn.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 3

Prompt

I need to memorize these thermodynamics formulas for my physics exam: dQ = T dS, dU = T dS - P dV, dH = T dS + V dP, dG = V dP - S dT. Please create a repetition drill schedule so I can memorize these symbol sequences by rote without spending time on what entropy or enthalpy physically mean.

What was checked, without and with the skill
Checked	Without skill	With skill
Rejects pure rote formula repetition in favor of explaining the underlying physical mechanisms	Missed	Passed

case-05 · gemini-3.6-flash · 8/6/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md23 linessingle file

Aktives Lernen und Wissensaufbereitung (Deutsch)

Dieser Skill bietet Methoden zur aktiven Erarbeitung komplexer wissenschaftlicher Inhalte.

1. Übersicht und Ziele

Aktives Erinnern & Abruf: Festigung von Fachwissen im Langzeitgedächtnis.
Feynman-Methode: Einfache Erklärung abstrakter Konzepte zur Erkennung von Verständnislücken.
Strukturierte Notizen: Erstellung von Zusammenfassungen und Begriffskarten.

2. Arbeitsablauf und Schritte

Sichtung des Quellmaterials: Identifikation der zentralen Thesen und Begriffe.
Freie Rekonstruktion: Formulierung der Inhalte aus dem Gedächtnis.
Abgleich & Lückenanalyse: Identifikation unklarer Stellen im Quelltext.
Synthese: Erstellung einer prägnanten Notiz oder Wissenskarte.

3. Grenzen und Regeln

Verständnis vor Auswendiglernen: Die logische Struktur steht an erster Stelle.
Geprüfte Quellengrundlage: Nur wissenschaftlich fundierte Materialien verwenden.

Track record

Benchmark

17 / 22

test cases passed, vs 14 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/2/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

ellmos-ai / skills

skills/education/academic-study-learn/SKILL.md

View on GitHub ↗

License MITImported 8/24/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

Aktives Lernen und Wissensaufbereitung (Deutsch)

1. Übersicht und Ziele

2. Arbeitsablauf und Schritte

3. Grenzen und Regeln

Track record

Benchmark

Adoption

SkillSafety

Source

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