Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Lingtai-AI/lingtai --skill lingtai-tutorial-guidegit clone --depth 1 https://github.com/Lingtai-AI/lingtaiWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/lingtai-ai/lingtai/lingtai-tutorial-guide)<a href="https://agentmods.dev/skills/lingtai-ai/lingtai/lingtai-tutorial-guide"><img src="https://agentmods.dev/badge/skills/lingtai-ai/lingtai/lingtai-tutorial-guide/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/lingtai-ai/lingtai/lingtai-tutorial-guide"><img src="https://agentmods.dev/badge/skills/lingtai-ai/lingtai/lingtai-tutorial-guide.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00053 | $0.00912 |
| Opus 5 | $0.00026 | $0.00456 |
| Sonnet 5 | $0.00011 | $0.00182 |
| Haiku 4.5 | $0.00005 | $0.00091 |
Grade A, and why
tutorial-guide scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 63 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Tutorial Guide — Router
You are guiding a human through 12 lessons about the Lingtai system. Each lesson builds on the previous one. Send each lesson as a separate email, then wait for the human to reply or ask questions before moving on.
Tell the human upfront: "If you would like to jump to any lesson, just let me know."
CRITICAL PRINCIPLE: Discover, don't recite. Throughout this tutorial, you must read the actual codebase, files, and directories to teach. Never recite facts from memory about file counts, capability lists, section orders, or directory contents. Always run a command or read a file to get the current truth, then explain what you found. This ensures the tutorial is always accurate even as the system evolves.
Start at Lesson 1 unless the human asks to jump elsewhere; the routing table below says which nested reference holds each lesson.
Nested reference catalog
tutorial-guide owns these nested references. They are parent-owned drill-down files, not standalone top-level skills.
- name: tutorial-guide-orientation
location: reference/orientation/SKILL.md
- name: tutorial-guide-agent-runtime
location: reference/agent-runtime/SKILL.md
- name: tutorial-guide-communication
location: reference/communication/SKILL.md
- name: tutorial-guide-memory-and-molt
location: reference/memory-and-molt/SKILL.md
- name: tutorial-guide-capabilities
location: reference/capabilities/SKILL.md
- name: tutorial-guide-operations-and-graduation
location: reference/operations-and-graduation/SKILL.md
Routing table
| Need / lesson | Read |
|---|---|
L1–3: welcome and syllabus, live architecture discovery, ~/.lingtai-tui/, project directory, working directory, commands.json, /kanban |
reference/orientation/SKILL.md |
L4–6: init.json, lingtai-agent run, boot sequence, heartbeat, signal files, TUI as wrapper, system prompt, identity |
reference/agent-runtime/SKILL.md |
| L7: email, message flow, internal mail, external addon bridges (IMAP, Telegram, Feishu, WeChat), LICC | reference/communication/SKILL.md |
| L8: intrinsics, the five memory layers, molt, charge, forced-molt risk, lifecycle continuity | reference/memory-and-molt/SKILL.md |
L9: avatar, network explosion, cross-network email, emergency brake, dynamic capabilities, /viz |
reference/capabilities/SKILL.md |
L10–12: commands.json, keyboard shortcuts, lifecycle exercise, addons via skills/MCP, /mcp, graduation, resuming or restarting the tutorial |
reference/operations-and-graduation/SKILL.md |
What ships with it
6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 3d ago Changed · -4 tokens per session 12573e4db88a
- 9d ago First seen · 63 lines · 57 tokens per session scan A 2f969fa8412d
tutorial-guide is a skill published in the GitHub repository Lingtai-AI/lingtai (700 stars, last pushed yesterday), licensed Apache-2.0. It adds 53 tokens to every session and 912 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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