~/talk

The Terminal Strikes Back, Agentic Engineering using the CLI

Talkat AI-fokus 2026 · on Tuesday, 2026-05-19· [ai-assisted-development, developer-experience]
slides:none on file

Demonstrates GitHub Copilot CLI as a terminal-first agentic dev environment with background delegation to GitHub cloud, session resume and checkpoints, and a share context export that reproduces a golden workspace; shows autopilot (Ralph) loops and fleet sub-agents that run parallel workers, plus an example of MCP bloat (one MCP had 86 tools) and pricing mechanics where some models carry a premium request multiplier 7 while IQ is 0.33; extensibility includes LSPs, skills/scripts that save tokens, plugins and a Copilot SDK for self-improvement.

AI-written summary · about

  1. 0:00Agentic engineering in terminal
  2. 1:13GitHub Copilot CLI features
  3. 3:01Copilot CLI modes
  4. 4:28Essential CLI commands
  5. 5:09Model selection pricing
  6. 7:57Session resuming rollbacks
  7. 9:46Context sharing workspace
  8. 11:16Instruction files init
  9. 12:39Adder command external code
  10. 13:24IDE diffs integration
  11. 14:51Safeguards YOLO mode
  12. 16:17Plan mode specs
  13. 17:46Autopilot continuous tasks
  14. 19:52Fleet parallel tasks
  15. 20:33Premium pricing model
  16. 22:39Billing changes enterprise
  17. 24:26Built-in agents tasks review
  18. 26:16Agents rubber duck review
  19. 28:49Custom agents personas
  20. 30:15Language Server Protocol
  21. 31:18Skills plugins MCPs
  22. 33:26MCP limitations context
  23. 36:19Skills marketplace creation
  24. 38:47Plugin marketplace enterprise
  25. 40:54Smarter CLI-native tools
  26. 41:37Powerful CLI-native integrations
  27. 42:58Background cloud tasks
  28. 43:43Remote keep-alive features
  29. 45:07Daily recaps improvements
  30. 46:30Experimental SDK features
  31. 47:34Closing remarks Q&A
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