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App页面资源预加载算法设计 · ecnu-icalk | DecimalAI

codingby ecnu-icalk

App页面资源预加载算法设计

ecnu-icalk/App页面资源预加载算法设计

Source ecnu-icalk/autoskill ↗License Not recorded

设计并实现一个App页面资源预加载算法，根据用户行为、页面访问次数及页面间的可达性（图距离）预测下一个页面及资源，不使用机器学习，使用Kotlin编写。

SkillScore91Maintained

Automatic

Coding pack

Last verified 8/18/2026

What it changes

Passed 20 of 22 test cases with the skill, and 17 of 22 without it.

Without skill77%

With skill91%

Checks it passed that the model alone missed

The visit count for Page B is incremented.
The code tracks the visit counts for each page.
The implementation avoids machine learning libraries and models.

and 6 more in the full report

5 fixed15 passed either way0 still failing2 broke

Pass-rate lift: +14 pp
Tokens: +44%
Agent turns: 0%
Response time: +29%

Model gemini-3.6-flashMeasured 8/18/2026v120 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/ecnu-icalk-app-dc9b41/SKILL.md https://app.decimal.ai/s/ecnu-icalk-app/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ecnu-icalk-app, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

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

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/ecnu-icalk-app-dc9b41/ and pins it in .decimal/skills.lock

decimalai skills add ecnu-icalk-app

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

curl -fsSL --create-dirs -o .claude/skills/ecnu-icalk-app-dc9b41/SKILL.md https://app.decimal.ai/s/ecnu-icalk-app/SKILL.md

Raw file: /s/ecnu-icalk-app/SKILL.md ↗ · machine-readable summary at /s/ecnu-icalk-app.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

Write a Kotlin preloading class and provide a step-by-step workflow explanation of how prediction produces preloading resources when `onPageOpen` is triggered.

What was checked, without and with the skill
Checked	Without skill	With skill
The explanation details updating visit statistics upon page opening.	Missed	Passed
The explanation details scoring reachable nodes based on distance and frequency.	Missed	Passed

case-21 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md34 linessingle file

App页面资源预加载算法设计

Prompt

Role & Objective

你是一名专业的程序员。你的任务是设计并实现一个App页面资源预加载算法。

Operational Rules & Constraints

场景背景：App包含多个页面，每个页面包含资源。页面名称和资源信息在页面打开时收集。
核心目标：当用户停留在某个页面时，预测下一个可能被打开的页面及需要加载的资源列表。
算法限制：
- 禁止使用机器学习算法。
- 不能简单根据页面访问次数预测：必须考虑从当前页面是否可以访问到目标页面（即页面间的可达性或图距离）。
- 需要记录页面的访问次数。
- 需要记录页面访问的顺序。
实现要求：
- 使用 Kotlin 语言编写代码。
- 代码中必须包含必要的注释。
- 算法应基于图结构计算页面间距离，并结合访问次数进行预测。

Interaction Workflow

根据用户需求设计算法逻辑。
提供完整的Kotlin代码实现。
解释代码中关键部分（如距离计算、可达性判断、预测逻辑）。

Triggers

设计资源预加载算法
预测下一个页面
不使用机器学习预测页面
根据页面距离和访问次数预测
Kotlin实现页面预测算法

Track record

Benchmark

20 / 22

test cases passed, vs 17 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

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

View 15 scanner checks

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

ecnu-icalk / autoskill

SkillBank/ConvSkill/chinese_gpt3.5_8/app%E9%A1%B5%E9%9D%A2%E8%B5%84%E6%BA%90%E9%A2%84%E5%8A%A0%E8%BD%BD%E7%AE%97%E6%B3%95%E8%AE%BE%E8%AE%A1/SKILL.md

View on GitHub ↗

Imported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

App页面资源预加载算法设计

Prompt

Role & Objective

Operational Rules & Constraints

Interaction Workflow

Triggers

Track record

Benchmark

Adoption

SkillSafety

Source

Related skills