AI for DevOps / Platform Engineer

What AI actually is and why every engineering workflow is shifting.

• What Is Intelligence, Really? A Working Framework

  creators·baseline

  45 minOpen
• The Full Machine Learning Pipeline

  creators·connects foundational AI ideas to your field

  50 minOpen
• Shannon and the Birth of Information

  creators·connects foundational AI ideas to your field

  30 minOpen
• DevOps Engineer in 2026: AI Writes the Terraform You Review

  creators·role-specific deep dive

  36 minOpen

Prompting patterns that hold up under the pressure of real work.

• The Five-Part Prompt: Role, Context, Examples, Constraints, Format

  builders·core prompting framework

  28 minOpen
• Anthropic's Prompt Engineering Patterns

  creators·prompting pattern you'll reuse daily

  38 minOpen
• Claude's XML Tag Superpower

  creators·prompting pattern you'll reuse daily

  32 minOpen
• Prefill Attacks and Defenses

  creators·prompting pattern you'll reuse daily

  36 minOpen

Vercel Agent, Datadog Bits AI, PagerDuty AIOps — which to use when.

• Subscription-Tier Literacy: Every Plan, Side by Side

  creators·tool-specific walkthrough for your role

  40 minOpen
• When to Upgrade (And When Not To)

  creators·tool-specific walkthrough for your role

  32 minOpen
• Building a Personal AI Stack for School and Career

  creators·tool-specific walkthrough for your role

  38 minOpen
• Projects and Spaces — Persistent Context Is the Future

  creators·tool-specific walkthrough for your role

  40 minOpen

Automate the repetitive parts so your judgment is where it matters.

• The Landscape: Copilot vs. Cursor vs. Windsurf vs. Claude Code

  creators·automation pattern you can apply

  50 minOpen
• Cursor Agent — autonomous coding in your editor

  creators·automation pattern you can apply

  35 minOpen
• Deploy Pipelines With AI in the Loop

  creators·automation pattern you can apply

  50 minOpen

Where AI still must not replace a human judgment call.

• Know-Your-Customer Rules for AI Compute

  creators·ethics / compliance issue for your field

  36 minOpen
• Alignment Faking: When Models Pretend

  creators·ethics / compliance issue for your field

  42 minOpen
• RLHF to RLAIF: How Preference Learning Scaled

  creators·ethics / compliance issue for your field

  45 minOpen

Tie it all together on something real.

• Capstone — Python CLI That Summarizes With Claude

  creators·capstone to tie it together

  60 minOpen
• Capstone: Build and Ship a Real Agent

  creators·capstone to tie it together

  75 minOpen