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Tutorial Guide — Operations and Graduation Lessons — measured AI agent skill | DecimalAI

lingtai-ai/tutorial-guide-operations-and-graduation

NewSkillScoreMaintained

Nested tutorial-guide reference for lessons 10–12: TUI commands, lifecycle exercises, addons, external connections, and graduation.

agent-toolingby lingtai-ai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Tutoring & Education pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/lingtai-ai-tutorial-guide-operations-and-graduation/SKILL.md

decimalai skills pull lingtai-ai-tutorial-guide-operations-and-graduation --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/lingtai-ai-tutorial-guide-operations-and-graduation/SKILL.md https://app.decimal.ai/s/lingtai-ai-tutorial-guide-operations-and-graduation/SKILL.md

Raw file: /s/lingtai-ai-tutorial-guide-operations-and-graduation/SKILL.md ↗ · machine-readable summary at /s/lingtai-ai-tutorial-guide-operations-and-graduation.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—-31% tokens0% turns64% of whole cases pass with skill (14/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-03	✗→✓	▲ Improved	-51%	0%
case-07	✗→✓	▲ Improved	-59%	0%
case-09	✗→✓	▲ Improved	-32%	0%
case-12	✗→✓	▲ Improved	-13%	0%
case-13	✗→✓	▲ Improved	18%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

lingtai-ai / lingtai

tui/internal/preset/skills/lingtai-tutorial-guide/reference/operations-and-graduation/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

Skill contents

SKILL.md

Tutorial Guide — Operations and Graduation Lessons

Nested tutorial-guide reference for operations and graduation lessons 10–12, 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.

Lesson 10: TUI Commands and Lifecycle

Read ~/.lingtai-tui/commands.json via bash. Parse the JSON and present each command with its detailed description in the human's language.

Keyboard shortcuts: explain ctrl+o (three verbose modes: off → verbose → extended) and ctrl+e (external editor).

Hands-on lifecycle exercise:

/sleep → agent sleeps → human sends message to wake
/suspend → agent dies → human uses /refresh to revive → sends message to wake
Explain /sleep all and /suspend all for network management

CLI commands: run lingtai-tui --help to discover and explain available subcommands.

Critical warning: closing the TUI does NOT stop agents. They are independent processes. Teach the CLI management commands for headless control.

Lesson 11: Addons — External Connections

Addon setup route:

Start with mcp-manual and its reference/curated-addons.md.
Use the relevant provider documentation for exact fields and supported setup steps; do not invent config paths or duplicate the kernel schema here.
Require explicit authorization before making each config change.

Key concepts to teach:

Avatars do NOT inherit addons
/mcp TUI command is read-only inspection of MCP configuration and status; it is not a setup or editor mechanism
Run /refresh only after an authorized config change

Lesson 12: Graduation

Congratulate the human.
Next step: run lingtai-tui in a new project to create their own agent.
Remind them to follow the current MCP/curated-addon documentation for addon setup, with explicit authorization; use /mcp only to inspect config/status.
To resume tutorial: rerun lingtai-tui in the same folder. To restart: /nirvana then /setup with Tutorial recipe.
The network grows with every avatar spawned.

Want to see if lingtai-ai/tutorial-guide-operations-and-graduation would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.