The library

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.

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

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

signal-processing-dsp-basics · Choosing ADC parameters and filter designs to avoid aliasing in embedded systems

infinite-gratitude · Comprehensive research on a topic by parallelizing across multiple discovery angles

test-and-measurement · Systematic fault-finding on prototype circuits before design review

design-process · Defining complex engineering problems with multiple competing objectives before design

engineering-ethics · Supporting engineers in dissenting against unsafe designs when management disagrees

structural-analysis · Verifying that a structure can safely carry its design loads before fabrication

powerskills · Navigating professional conflicts where explicit hierarchy or dependency exists

systems-engineering · Managing aerospace/automotive/infrastructure projects with hundreds of interdependent requirements

codexgo · Fast analytics on columnar Parquet data without loading entire files into memory

technical-communication · Creating engineering procedures and design documentation for long-term reference and training

biogeochemical-cycles · Predicting nutrient availability changes or carbon sequestration potential under climate scenarios

arrow-cli · Quick exploration and transformation of Parquet files in data pipelines

climate-science · Projecting climate impacts for a specific region to support adaptation planning

ecosystem-dynamics · Assessing extinction risk or recovery potential under climate or habitat change

environmental-justice · Supporting frontline communities in demanding equitable pollution control and remediation

human-impact-assessment · Forecasting extinction risk or habitat loss from proposed development when receptor sensitivity is quantifiable.

sustainability-design · Evaluating trade-offs between energy source, land use, and social outcomes when strong sustainability constraints (climate, pollinators) are binding.

cartography-gis · Creating area-accurate or direction-accurate maps when projection distortion directly affects decision (navigation vs. density comparison).