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Get Started Free →Nested tutorial-guide reference for lessons 1–3: welcome, live architecture discovery, global directory, project directory, and agent working directory.
.claude/skills/lingtai-ai-tutorial-guide-orientation/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -15% | 0% |
| case-17 | ✗→✓ | ▲ Improved | -28% | 0% |
| case-18 | ✗→✓ | ▲ Improved | 16% | 0% |
| case-19 | ✗→✓ | ▲ Improved | 64% | 0% |
| case-21 | ✓→✗ | ▼ Worse | -7% | 0% |
Nested tutorial-guide reference for orientation lessons 1–3, reached from the root tutorial-guide router. Teach live per the router's discover, don't recite rule: read the real file or run the real command before explaining it.
try: import lingtai.kernel as _kernel print(_kernel.__file__) except ImportError: import lingtai_kernel print(lingtai_kernel.__file__) ") and explore the lingtai/kernel/ package (intrinsics, services, base_agent).
lingtai/ wrapper package path and explore it (capabilities, addons, llm adapters, services).bash to ls ~/.lingtai-tui/ and show the human what is actually there.~/.lingtai-tui/commands.json — explain this is the auto-generated slash command reference..lingtai/ directory contents.Other measured skills in the registry, with their headline benchmark lift.