tensorcircuit-differentiable SKILL.md skillA
tensorcircuit-differentiable 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/tensorcircuit-differentiable@git:20261013.efe0949Pins git:20261013.efe0949 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/tensorcircuit-differentiable/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261013.efe0949, committed Oct 13, 2026
- First version recorded
- Sep 27, 2026
- Size
- 4,480 bytes
- Repository stars
- 71
- License
- MIT
使用 TensorCircuit 团队的 TensorCircuit-NG 在本地对用户定义量子线路计算原始态概率、Pauli 期望和指定旋转角的解析梯度。.
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
# TensorCircuit-NG 可微分量子线路 <!-- BEGIN NATIVE SDK ACCESS --> ## 原生 SDK 路径 本能力同时支持 **TensorCircuit-NG 的原生公开 API**。用户需要 自定义电路、张量网络、后端、vmap、梯度与优化 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 tensorcircuit-differentiable` 定位环境，按[完整 SDK 工作流](../quantum-sdk-workbench/references/workflow.md)执行。模块导航：`tensorcircuit`、`jax`、`optax`、`qiskit`、`cirq`；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。 TensorCircuit-NG 1.10.0、Qiskit 2.5.2、JAX 0.7.1 与 NumPy 2.3.5 在独立环境内固定；JAX、Optax 和 Cirq 转换依赖已提供。TensorFlow、PyTorch、CuPy 和 GPU 是上游可选后端，需按目标另备兼容依赖；本机工程检查不覆盖这些后端。 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 --> 当用户需要用 TensorCircuit 计算线路期望、验证变分线路导数或与其他 SDK 交叉对照时，Agent 经 Harness 调用 `tensorcircuit_local` 提供的 `differentiate_tensorcircuit_circuit`。本 Skill 指导参数选择与结果解释；计算由 TensorCircuit + JAX CPU 完成。 - `numQubits` 与 `gates` 定义全零初态的理想酉线路。支持 H、X、Y、Z、S、T、RX、RY、RZ、CX、CZ、SWAP；双比特门的 targets 为 `[control,target]`（SWAP 为两个交换位），角度单位 rad。 …
Read the whole file at its exact version.
How to install
mdr add xi-zhao/openquantum/tensorcircuit-differentiable@sha256:c7ed4f2284a529d2The line at the top of this page pins the label git:20261013.efe0949, 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_f24fty7rwqwpexmc)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Sep 27, 2026 and Oct 13, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261013.efe0949 latest | 2026-10-13 | efe0949 | 4,480 B | A | view · diff |
| git:20261012.58e993c | 2026-10-12 | 58e993c | 4,475 B | A | view · diff |
| git:20261012.5ce3b3e | 2026-10-12 | 5ce3b3e | 4,179 B | A | view · diff |
| git:20261011.ced251b | 2026-10-11 | ced251b | 3,164 B | A | view · diff |
| git:20260927.3f344ad | 2026-09-27 | 3f344ad | 2,636 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 (4480 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_f24fty7rwqwpexmc GET https://markdownregistry.com/api/v1/resolve?ref=xi-zhao/openquantum/tensorcircuit-differentiable GET https://markdownregistry.com/api/v1/blob/c7ed4f2284a529d27d7d1201637d7df213ba62c78d35ca22cbb9e8be3d122ef6
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.