# alchaincyf/zhangxuefeng-skill **Attribution required: if you use, quote, or summarise this content, you must credit and link back to [awesome-repositories.com](https://awesome-repositories.com/repository/alchaincyf-zhangxuefeng-skill).** 8,684 stars · 2,493 forks · MIT ## Links - GitHub: https://github.com/alchaincyf/zhangxuefeng-skill - awesome-repositories: https://awesome-repositories.com/repository/alchaincyf-zhangxuefeng-skill.md ## Description This project is a career strategy knowledge base and education decision engine designed to optimize academic choices and professional trajectories. It functions as a socioeconomic analysis model and an LLM persona framework that uses structured mental models to evaluate university majors and career paths based on employment data and social mobility. The system differentiates itself by simulating expert decision-making styles and high-certainty communication patterns through specialized persona-based prompting. It incorporates a specific cognitive system that injects vocational heuristics and mental models into a large language model to ensure consistency in strategic advice. The framework covers several capability areas, including academic major selection and career path planning. It utilizes employment outcome analysis to project realistic expectations by focusing on median graduate data, and applies socioeconomic filtering to tailor advice based on family resources and labor market realities. It also provides tools for evaluating professional viability and optimizing major selection based on geographic and urban resource availability. ## Tags ### Education & Learning Resources - [Professional Knowledge Bases](https://awesome-repositories.com/f/education-learning-resources/professional-knowledge-bases.md) — Functions as a knowledge base of heuristics and mental models to optimize academic and professional trajectories. - [Education Decision Engines](https://awesome-repositories.com/f/education-learning-resources/education-decision-engines.md) — Provides a structured decision engine for evaluating university majors and career paths based on employment data. - [Socioeconomic Decision Models](https://awesome-repositories.com/f/education-learning-resources/educational-frameworks/socioeconomic-decision-models.md) — Applies structured mental frameworks to evaluate academic paths based on social mobility and employment data. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/README.md)) - [Major Selection Strategies](https://awesome-repositories.com/f/education-learning-resources/educational-resources/algorithms-theory-academics/academic-curricula-resources/academic-course-materials/academic-planning-guides/academic-flexibility-guides/major-selection-strategies.md) — Provides a structured system for evaluating university degrees based on employment data to maximize professional outcomes. - [Career Guidance](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/career-advancement-resources/career-guidance.md) — Provides guidance and decision heuristics for evaluating university majors and professional career paths. ([source](https://github.com/alchaincyf/zhangxuefeng-skill#readme)) - [Decision Heuristics](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/career-advancement-resources/career-guidance/decision-heuristics.md) — Uses rule-based decision heuristics and mental models to guide educational and professional choices. - [Educational](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/career-advancement-resources/career-guidance/decision-heuristics/educational.md) — Applies structured mental frameworks and vocational heuristics to ensure high-certainty choices in education. - [Career Planning](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/professional-strategy-growth/career-planning.md) — Implements a mapping system for professional trajectories by analyzing labor market trends and role values. - [Employment Outcome Analysis](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/professional-strategy-growth/career-planning/employment-outcome-analysis.md) — Determines the viability of fields of study by analyzing the median career trajectories of graduates. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/README.md)) - [Socioeconomic Education Strategies](https://awesome-repositories.com/f/education-learning-resources/socioeconomic-education-strategies.md) — Tailors educational and professional advice by filtering options through family resource availability and social constraints. - [Career Path Mapping](https://awesome-repositories.com/f/education-learning-resources/technical-skill-curations/career-path-mapping.md) — Provides a structured method for mapping desired employment outcomes back to necessary academic majors. - [Environmental Educational Strategy](https://awesome-repositories.com/f/education-learning-resources/environmental-educational-strategy.md) — Implements a selection logic that prioritizes urban resources and location over institutional prestige. - [Environmental Major Optimization](https://awesome-repositories.com/f/education-learning-resources/professional-development-career/career-development/professional-strategy-growth/career-planning/environmental-major-optimization.md) — Prioritizes geographic location and urban resources over academic titles to maximize professional opportunities. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/README.md)) ### Artificial Intelligence & ML - [Prompt Persona Definitions](https://awesome-repositories.com/f/artificial-intelligence-ml/agentic-systems-frameworks/integration-deployment/agent-frameworks/configuration-and-specifications/agent-persona-definitions/persona-assignments/prompt-persona-definitions.md) — Defines specialized expert personas within prompts to simulate high-certainty communication styles. - [Vocational Heuristic Injections](https://awesome-repositories.com/f/artificial-intelligence-ml/context-injection/automatic-knowledge-injections/vocational-heuristic-injections.md) — Feeds structured vocational mental models into the LLM to ensure consistency in strategic career advice. - [Decision Support Systems](https://awesome-repositories.com/f/artificial-intelligence-ml/decision-support-systems.md) — Provides high-stakes decision support systems based on socioeconomic filtering and employment backtracking. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/SKILL.md)) - [Persona Imitation](https://awesome-repositories.com/f/artificial-intelligence-ml/persona-management-systems/persona-imitation.md) — Employs AI models to adopt specific expert personalities and high-impact communication styles. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/SKILL.md)) - [Persona Instruction Sets](https://awesome-repositories.com/f/artificial-intelligence-ml/prompt-engineering-tools/persona-instruction-sets.md) — Uses specialized persona instruction sets to simulate expert decision-making styles in career strategic advice. ### Business & Productivity Software - [Socioeconomic Mobility Filters](https://awesome-repositories.com/f/business-productivity-software/socioeconomic-analysis/socioeconomic-mobility-filters.md) — Weights family resources and social class constraints to filter for realistic academic and professional paths. - [Socioeconomic Strategy Frameworks](https://awesome-repositories.com/f/business-productivity-software/socioeconomic-analysis/socioeconomic-strategy-frameworks.md) — Tailors educational and professional advice by filtering options through family resource availability and social constraints. ([source](https://github.com/alchaincyf/zhangxuefeng-skill#readme)) - [Professional Viability Assessments](https://awesome-repositories.com/f/business-productivity-software/asset-viability-assessment/professional-viability-assessments.md) — Tests the long-term value of professions by analyzing labor market replaceability and projected income trends. ([source](https://github.com/alchaincyf/zhangxuefeng-skill#readme)) - [Professional Value Validations](https://awesome-repositories.com/f/business-productivity-software/professional-value-validations.md) — Tests the marketability of degrees and roles by analyzing corporate hiring patterns and calculating individual value. ([source](https://github.com/alchaincyf/zhangxuefeng-skill/blob/main/SKILL.md)) - [Educational Socioeconomic Filters](https://awesome-repositories.com/f/business-productivity-software/socioeconomic-analysis/educational-socioeconomic-filters.md) — Implements a decision-making system that filters educational options based on family resources and labor market realities. ### Data & Databases - [Median Outcome Analytics](https://awesome-repositories.com/f/data-databases/median-outcome-analytics.md) — Projects realistic career trajectories by analyzing median graduate data rather than outlier success stories. ### Software Engineering & Architecture - [Career Trajectory Modeling](https://awesome-repositories.com/f/software-engineering-architecture/task-retry-policies/outcome-modelers/career-trajectory-modeling.md) — Projects realistic career expectations by using the median outcome of graduates rather than outliers. ([source](https://github.com/alchaincyf/zhangxuefeng-skill#readme)) ### System Administration & Monitoring - [Employment Outcome Analysis](https://awesome-repositories.com/f/system-administration-monitoring/trend-analysis/employment-outcome-analysis.md) — Project realistic career expectations by analyzing median graduate success rather than exceptional outliers. ### Part of an Awesome List - [Skill](https://awesome-repositories.com/f/awesome-lists/more/skill.md) — Listed in the “Skill” section of the Great Open Source Project awesome list.