ocean-optimization SKILL.md skillA
ocean-optimization from xi-zhao/openquantum is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add xi-zhao/openquantum/ocean-optimization@git:20261012.5ce3b3ePins git:20261012.5ce3b3e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- xi-zhao/openquantum
- Path
.agents/skills/ocean-optimization/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261012.5ce3b3e, committed Oct 12, 2026
- First version recorded
- Sep 27, 2026
- Size
- 2,941 bytes
- Repository stars
- 71
- License
- MIT
用 D-Wave Ocean dimod 构建 QUBO/Ising 模型、转换系数，并用经典精确枚举或模拟退火采样。.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Ocean QUBO 与 Ising 本地采样
<!-- BEGIN NATIVE SDK ACCESS -->
## 原生 SDK 路径
本能力同时支持 **D-Wave Ocean SDK 的原生公开 API**。用户需要 BQM、CQM、离散模型、变量、约束、sampler 与 SampleSet 时，由 Agent 在固定依赖环境中编写和运行任务代码，不限于下文便捷 Tool 的预设模型。
使用 `node scripts/sdk-access.mjs inspect ocean-optimization` 定位环境，按[完整 SDK 工作流](../quantum-sdk-workbench/references/workflow.md)执行。模块导航：`dimod`、`dwave.samplers`、`dwave.system`、`dwave.cloud`、`dwave.optimization`；导航不是 API 白名单。
完整 Ocean 元包已进入依赖锁；本地模型、采样器与云客户端共享原生 API。连接 Leap、提交收费或 QPU 作业仍需用户授权与凭据。
下文关于模型、门集、输入与预算的限制描述便捷 Tool 的合同；原生 SDK 另受上游版本、可选依赖、宿主资源与用户授权约束。已禁用或被拒绝的动作不能借代码路径绕过。执行状态和科研验收分别报告。
<!-- END NATIVE SDK ACCESS -->
Agent 经 Harness 调用 `ocean_local` 提供的 `sample_ocean_model`。本 Skill 负责模型选择和结果解释，Tool 在独立 Python 环境执行真实上游 SDK。
输入 `linear[i]`、`quadratic=[{i,j,bias}]` 与 `offset`；双变量项禁止重复或 i=j。能量为 `offset + sum(linear[i]*v_i) + sum(bias*v_i*v_j)`。
`vartype=BINARY` 使用 0/1，`SPIN` 使用 -1/+1；两者按 `s=2*x-1` 转换。输出 `binaryModel` 和 `spinModel` 均包含完整 offset，不可在比较能量时丢弃常数项。
`method=exact` 使用 dimod.ExactSolver，穷举 2^N 配置。`method=simulated_annealing` 使用 dwave.samplers.SimulatedAnnealingSampler；调用方选择 `numReads`、`numSweeps` 和 32 位有符号非负 `seed`。这些参数仅影响模拟退火，结果按样本聚合；`numOccurrences` 总和等于 numReads。
…Read the whole file at its exact version.
How to install
mdr add xi-zhao/openquantum/ocean-optimization@sha256:dac956f97e87eb42The line at the top of this page pins the label git:20261012.5ce3b3e, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_rr7ulsvnq4mctcr2)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 27, 2026 and Oct 12, 2026, about one every 14 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.5ce3b3e latest | 2026-10-12 | 5ce3b3e | 2,941 B | A | view · diff |
| git:20260927.3f344ad | 2026-09-27 | 3f344ad | 1,858 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2941 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
xi-zhao/openquantum · 71 stars · license MIT · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_rr7ulsvnq4mctcr2 GET https://markdownregistry.com/api/v1/resolve?ref=xi-zhao/openquantum/ocean-optimization GET https://markdownregistry.com/api/v1/blob/dac956f97e87eb42710710227c3934d9f1908356c92c039c7216e6b7375f8618
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.