AI, LLMs & MCPDraft — in review
What an LLM Is and How It Works
tokenstransformersinference
- Duration
- 15 / 30 min
- Level
- Beginner
- Sources
- 3 sources
- Verified
- Not yet verified
Technology
AI, LLMs & MCP
How language models work, how to run them locally, and how to connect them to tools safely.
Planned lessons (10)
These are sample cards showing the launch scope. Lessons appear here once written and approved.
AI, LLMs & MCPDraft — in review
Prompt Engineering for Reliable Outputs
instruction hierarchyexamplesconstraints
- Duration
- 15 / 30 min
- Level
- Beginner
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lesson 1
AI, LLMs & MCPDraft — in review
Model Selection and Benchmarking
qualitylatencylicensing
- Duration
- 15 / 30 min
- Level
- Beginner–Intermediate
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lesson 1
AI, LLMs & MCPDraft — in review
Running Local LLMs: 8–16 GB
Ollama/LM Studioquantizationoverhead
- Duration
- 15 / 30 min
- Level
- Beginner
- Sources
- 4 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 1 and 3
AI, LLMs & MCPDraft — in review
Running Local LLMs: 24–32 GB
model fitcontextspeed
- Duration
- 15 / 30 min
- Level
- Beginner–Intermediate
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 3–4
AI, LLMs & MCPDraft — in review
Running Local LLMs: 64–128 GB
multi-GPU vs unified RAMthroughput
- Duration
- 15 / 30 min
- Level
- Intermediate
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 3–5
AI, LLMs & MCPDraft — in review
RAG Architecture Fundamentals
embeddingsretrievalgrounding
- Duration
- 15 / 30 min
- Level
- Beginner–Intermediate
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 1–3
AI, LLMs & MCPDraft — in review
MCP Clients, Servers, and Tools
protocoltransportpermissions
- Duration
- 15 / 30 min
- Level
- Beginner–Intermediate
- Sources
- 4 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 1–2
AI, LLMs & MCPDraft — in review
AI Agents and Tool Orchestration
planningexecutionboundaries
- Duration
- 15 / 30 min
- Level
- Beginner–Intermediate
- Sources
- 3 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 2, 3, 8
AI, LLMs & MCPDraft — in review
AI Evaluations, Safety, and Observability
rubricseval datasetstraces
- Duration
- 15 / 30 min
- Level
- Intermediate
- Sources
- 4 sources
- Verified
- Not yet verified
- Prerequisite:
- Lessons 1–3 and 9