This document defines broad applied computer science learning pathways for the wider lippytm AI education ecosystem.
Support a complete and flexible educational model where many programming languages, libraries, machine learning tools, and development environments can be taught as part of one applied system.
Offer broad language and library support while teaching builders how to choose tools based on purpose, context, and reuse.
Topics:
- variables, control flow, functions
- data structures
- algorithms and problem solving
- debugging and testing
- documentation habits
Examples:
- Python
- JavaScript / TypeScript
- shell scripting
- SQL
- optional systems languages as the ecosystem grows
Focus:
- how languages differ
- where each language is useful
- how to move between languages through shared concepts
Examples:
- standard libraries
- automation libraries
- data processing libraries
- API and HTTP libraries
- machine learning libraries
- visualization libraries
Focus:
- choosing the right tool for the job
- documenting dependencies clearly
- turning library use into reusable patterns
Topics:
- model APIs
- embeddings and retrieval basics
- evaluation habits
- workflow experimentation
- practical ML-oriented builder habits
Topics:
- Linux-first habits
- mixed-environment workflows
- environment setup guides
- command-line basics
- reproducible builder setups
Topics:
- educational applications
- chatbot systems
- agent systems
- internal ops systems
- productization and reusable kits
- teach concepts before tool overload
- compare tools by purpose, not hype
- keep examples small enough to reuse
- document libraries and dependencies clearly
- support multiple environments without fragmenting the curriculum
- convert every good lesson into a reusable pattern or kit
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A strong applied computer science system teaches many languages and libraries while keeping the builder’s learning path structured, documented, and reusable.