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Get Started Free →Nested tutorial-guide reference for lesson 8: intrinsics, memory layers, molt, charge, and lifecycle continuity.
.claude/skills/lingtai-ai-tutorial-guide-memory-and-molt/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-19 | ✗→✓ | ▲ Improved | -13% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 40% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -10% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 3% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 11% | 0% |
Nested tutorial-guide reference for memory and molt lesson 8, 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.
This lesson covers what every agent has by birth, and the most important concept in Lingtai: how an agent survives across lifetimes.
Intrinsics are built into the kernel — every agent gets them regardless of init.json configuration. Discover them live — run:
bashpython3 -c " try: from lingtai.kernel.intrinsics import ALL_INTRINSICS except ImportError: from lingtai_kernel.intrinsics import ALL_INTRINSICS print(list(ALL_INTRINSICS.keys())) "
Walk through each one you find:
/setup or LINGTAI_SOUL_FLOW_ENABLED=1, set a short cadence such as 10s only after enabling, tell the human to enable extended mode (ctrl+o twice), go idle, let soul flow fire, then report what happened. Reset by turning soul flow off (or removing the env opt-in) and restoring the cadence. See soul-manual for details.mcp capability. The distinction worth showing the human: intrinsics are always loaded; capabilities are configured in init.json.What is molt? An agent's conversation history fills up its context window. When pressure builds (typically 70–95% full), the agent must shed the conversation to continue working. This is molt — a voluntary context reset.
What survives molt? Five layers of persistence, from fleeting to permanent:
| Layer | Survives molt? | What it holds | |-------|----------------|---------------| | Conversation | ❌ Destroyed | Everything said and done this session | | Pad | ✅ Reloaded | Working notes, plans, pending tasks | | Lingtai (identity) | ✅ Reloaded | Who the agent is, personality, expertise | | Codex | ✅ Permanent | Verified facts, key discoveries, decisions | | Library (skills) | ✅ Permanent | Reusable procedures, scripts, reference data |
The molt ritual:
lingtai) is the one agents skip most often: if the session changed the agent's operating style, obligations, relationship to the human, taste, safety posture, or trust model, update lingtai before molting — pad/knowledge/skills are not a substitute for it.Demonstrate it live (if the human agrees): perform a real molt. Show the before/after — the conversation disappears, but identity, pad, codex, and skills all remain intact. The new agent reads its charge and continues.
If the agent ignores warnings, the system forces a molt — but without the charge, the new self wakes up disoriented with only a pointer to the activity log. Avoid this.
Lifecycle continuity is managed by explicit sleep/asleep states and molt: work → consolidate → molt → work again, each turn carrying forward only what matters.
Other measured skills in the registry, with their headline benchmark lift.