Agent skill · writing content · volcengine
experience_loader
Load relevant OpenViking experience memories via case-linked experience candidates before solving a task.
Why this skill is useful
Provides a structured workflow for leveraging past experiences in decision-making, which is not commonly known and enhances the AI's ability to handle complex tasks.
What it needs
About 2k tokens when loaded. Last updated 2026-08-07. 28,023 stars on the source repository.
What this skill does
experienceloader Use this skill before taking task actions when reusable execution experience may help. Required workflow 1. Before taking task actions, call searchexperience with a natural-language query that describes the current task. 2. Build the query from the current domain, user intent, target object, requested operation, policy keywords, and likely tool/action family. Avoid vague queries such as "help user". 3. Review the returned candidates. Each candidate is a matched case plus linked experience entries; each experience entry includes its name, uri, and a short situation snippet describing its applicability and exclusions. 4. Gate before reading. For each linked experience, read its situation snippet and check whether the current task matches the experience's applicability AND does NOT match any of its exclusions / "不适用于" / "does not apply to" items. Skip experiences whose situation explicitly excludes your case (e.g. wrong cabin class, flights already flown, different action family, or different change type). Only call readexperience on experiences that plausibly apply after this check. If no experience passes the gate, continue without experience guidance. 5. You may call searchexperience multiple times with refined keywords, and you may call readexperience multiple times for the experiences that pass the gate. 6. Treat loaded experiences as reusable guidance, not as current-task truth. Current policy, current tool results, and current user facts override prior experience. 7. Re-verify after reading. Even after readexperience, before acting on the experience, check its full ## Situation against current facts you have obtained from tools (cabin class, reservation status, flight dates, segment state, etc.). If any "不适用于" / exclusion condition matches the current task now that you have concrete facts, DISCARD the experience and proceed from policy and tool results instead — do NOT apply its Approach or Reflect. 8. Multi-intent tasks (e.g. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills volcengine/experience_loader_template