dynamiqs-dynamics SKILL.md skillA
dynamiqs-dynamics 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/dynamiqs-dynamics@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/dynamiqs-dynamics/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261012.5ce3b3e, committed Oct 12, 2026
- First version recorded
- Sep 14, 2026
- Size
- 3,222 bytes
- Repository stars
- 71
- License
- MIT
用固定 Dynamiqs 计算受驱动耗散单量子位的动力学、驱动批量扫描和末态人口梯度，并与独立 Lindblad 解及有限差分比较。.
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
# Dynamiqs 动力学与梯度 <!-- BEGIN NATIVE SDK ACCESS --> ## 原生 SDK 路径 本能力同时支持 **Dynamiqs 的原生公开 API**。用户需要 任意维数与复合系统、时变算符、sesolve、mesolve、批处理与自动微分 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 dynamiqs-dynamics` 定位环境，按[完整 SDK 工作流](../quantum-sdk-workbench/references/workflow.md)执行。模块导航：`dynamiqs`、`jax`；导航不是 API 白名单。 显式选择 JAX 数值精度和 target；需要 float64 时在建立数组前启用 jax_enable_x64。CPU、GPU 选择按任务与已安装后端决定。 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 --> 通过 Harness 注册的 `dynamiqs_local.simulate_dynamiqs_dynamics` 执行。适用于研究驱动、失谐和振幅衰减怎样影响单量子位人口；模型为单量子位恒定驱动，计算设备由已安装的 JAX 后端与用户环境选择。 - 模型为 `H=(drive X+detuning Z)/2`、`L=sqrt(gamma)|0><1|`，`hbar=1`。用户选择一致的时间单位，驱动和失谐使用相应角频率；不要混用 Hz 与 rad/s。 - `drives` 指定驱动幅度批次；初态 `ground/excited/plus` 指计算基态、激发态或 X 正本征态。衰减率非负，时长与时间网格由输入决定。 - Tool 返回每条人口轨迹、末态人口对驱动的梯度、可选独立 SciPy 参考和有限差分偏差。说明梯度是固定失谐、衰减率和时长下的局部灵敏度；不能据此宣称找到最优控制。 - 解释结果时同时查看状态迹、最小本征值和两类偏差。明显不一致时报告数值问题，不把成功返回当成正确。 - 当前仅 L1，`scientificValidation=not_evaluated`。依赖须显式准备；计算可能写本地缓存；无 QPU、凭据或数据外发接口。 版本、安装与证据见 [接入说明](../../../docs/integrations/UNITARY_ECOSYSTEM.md)。 …
Read the whole file at its exact version.
How to install
mdr add xi-zhao/openquantum/dynamiqs-dynamics@sha256:4c4801a212b2e2cfThe 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_iwjkvqrdeewwp66z)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 14, 2026 and Oct 12, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261012.5ce3b3e latest | 2026-10-12 | 5ce3b3e | 3,222 B | A | view · diff |
| git:20260924.1dc6767 | 2026-09-24 | 1dc6767 | 2,203 B | A | view · diff |
| git:20260914.0f1d7a8 | 2026-09-14 | 0f1d7a8 | 1,964 B | A | view · diff |
| git:20260914.cc4fa9e | 2026-09-14 | cc4fa9e | 2,051 B | A | view · diff |
| git:20260914.b5338c7 | 2026-09-14 | b5338c7 | 1,453 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 (3222 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_iwjkvqrdeewwp66z GET https://markdownregistry.com/api/v1/resolve?ref=xi-zhao/openquantum/dynamiqs-dynamics GET https://markdownregistry.com/api/v1/blob/4c4801a212b2e2cf5460f8618b8b67b697ecfc822fa510af5d099aa7e6d8ba88
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.