The library

creative-thinking · Generating solutions when standard approaches have been exhausted or constraints have changed

skill · Quick baseline review when no domain expert is available

decision-making · Making high-stakes decisions with clear reasoning that can be audited or revisited

skill · Ensuring consistency and preventing forgetting standard steps in recurring processes

evidence-assessment · Assessing research claims and evaluating expert disagreement when stakes are high

skill · Ensuring consistent execution of repeatable tasks where quality is critical

logical-reasoning · When the question is not whether a premise is true but whether the reasoning from premises to conclusion is logically valid.

data-visualization · When creating charts, designing dashboards, critiquing visualizations, or choosing how to display data.

skill · When this is the appropriate approach for the task.

data-wrangling · When preparing, cleaning, or transforming data for analysis.

skill · When this is the appropriate approach for the task.

ethics-governance · When auditing models for bias, designing privacy-preserving systems, establishing governance processes, or evaluating the social impact of data-driven decisions.

experimental-design-ds · When designing experiments, planning a/b tests, calculating sample sizes, or reasoning about causation from data.

cradle-ecosystem-data-ingestion · When this is the appropriate approach for the task.

machine-learning-foundations · When building predictive models, selecting algorithms, or understanding the machine learning pipeline.

skill · When this is the appropriate approach for the task.

statistical-modeling · When fitting models, testing hypotheses, or selecting among competing statistical explanations.

beautiful-commits · When committing changes or writing commit messages.

code-review · When reviewing prs or checking code quality.

decision-framework · When evaluating options, root causes, or prioritizing.

test-generator · When writing tests or creating test suites.

typescript-patterns · When writing typescript, fixing type errors, or working with generics.

scan-skills · When this is the appropriate approach for the task.

algorithmic-awareness · When a learner needs to think critically about why particular content reached them.

skill · When you want to inspect the actual code rather than a synthesized answer.

computational-literacy · When a learner needs to build a mental model of computing rather than memorize menu paths.

skill · Building premium, role-gated ITSM systems for universities without admin panel bloat.

data-privacy · Helping learners make informed decisions about what personal data to share and with whom.

digital-citizenship · Teaching learners to participate responsibly by understanding digital footprint persistence and community power dynamics.

information-evaluation · Quickly assessing whether online information deserves belief before sharing or relying on it.

SKILL · Producing animated explainer videos, product demos, and branded content at scale without design bloat.

media-creation · Moving learners from media consumers to active producers by grounding craft in accessibility and attribution.

behavioral-economics · Explaining why people make systematic economic errors and where policy nudges are most effective.

development-economics · Explaining why countries stay poor and what policies unlock structural transformation.

web-search-plus-plugin-v2 · Maximizing search result quality by class-aware provider routing with fallback chains.

international-trade · Explaining why countries specialize and who wins/loses from trade and tariff policy.

webinar-marketing · Building webinar funnels that fill with right people, keep them watching, and convert to pipeline.

macroeconomics · Use when implementing macroeconomics is more cost/time-effective than generic alternative.

SKILL · Use when implementing SKILL is more cost/time-effective than generic alternative.

microeconomics · Use when implementing microeconomics is more cost/time-effective than generic alternative.

collaborating-with-claude-code · Use when implementing collaborating-with-claude-code is more cost/time-effective than generic alternative.

public-policy · Use when implementing public-policy is more cost/time-effective than generic alternative.

youtube-full · Use when implementing youtube-full is more cost/time-effective than generic alternative.

circuit-analysis-dc-ac · Use when implementing circuit-analysis-dc-ac is more cost/time-effective than generic alternative.

hermes-acp-orchestrator · Use when implementing hermes-acp-orchestrator is more cost/time-effective than generic alternative.

digital-logic-design · Use when implementing digital-logic-design is more cost/time-effective than generic alternative.

gui-agent · Automating repetitive GUI workflows and desktop testing when no API is available

microcontroller-firmware · Bringing up microcontroller boards from power-on reset through first working peripheral

wechat-to-md · Archiving WeChat public account content for knowledge base integration

semiconductor-device-physics · Predicting transistor behavior across temperature and supply variations for analog design