AI/ML for Devs.

AI/ML concepts and tools relevant to application developers. Covers 8 sub-skills.

• AI/ML for Devs · 1 of 3

  How LLMs Work

  Roughly how many tokens is 750 words of English text?

  AAbout 750 tokensBAbout 100 tokensCAbout 10,000 tokensDAbout 1,000 tokens

• AI/ML for Devs · 2 of 3

  AI Agents & Tool Use

  What authorization framework does the MCP specification adopt for securing remote server connections?

  AHMAC-signed JWTsBmTLS onlyCAPI keys onlyDOAuth 2.1

• AI/ML for Devs · 3 of 3

  ML Ethics & Responsible AI

  Harmful outputs are reported in production, but teams debate ownership. What process is missing?

  AA cross-functional review of training data quality each quarterBA defined incident-response playbook for model failuresCA model monitoring dashboard that tracks accuracy over timeDAutomated model rollback triggered by accuracy threshold breaches