High-performance numerical and quantum compute skill for scientific workloads; use when working on numeric algorithms, simulation, or acceleration.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
Domain: build | Depth: axiom
| Path | Role |
|---|---|
agents/core/stream.py | MLX + Ollama streaming |
agents/core/memory/vector.py | ONNX Runtime → CoreML EP (Neural Engine) for embeddings |
scripts/mlx-neural-bridge.sh | Trinity MLX HTTP helper (mirror nexus-core/mlx-neural-bridge.py) |
| Library | Purpose |
|---|---|
| numpy | Vectorized array compute |
| scipy | Scientific algorithms |
| numba | JIT compilation — CPU/GPU |
| torch | GPU compute via MPS |
| qiskit | Quantum circuit simulation |
| pennylane | Quantum ML and variational circuits |
| cirq | Google quantum framework |
agents/skills/compute.py
jit_compute(fn, *args) — JIT-compile and run a functionoptimize(fn, x0) — numerical optimizationfft(signal) — fast Fourier transformquantum_circuit(gates) — build and simulate a quantum circuitgpu_tensor(data) — move tensor to MPS (Apple GPU)还没有评价。欢迎分享你的使用感受。
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Vercel AI SDK expert guidance. Use when building AI-powered features — chat interfaces, text generation, structured output, tool calling, agents, MCP integration, streaming, embeddings, reranking, image generation, or working with any LLM provider.
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Algorithm design and analysis skill for DSH; use when working on optimization, data structures, or computational procedures.
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Design and implement scalable API gateways, RESTful APIs, GraphQL endpoints, WebSocket handlers, and microservice communication patterns. Use when creating API routes, designing endpoints, implementing middleware, or setting up service mesh architectures.
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Implement a task N ways in parallel and pick the best. Spawns multiple subagents in isolated worktrees, evaluates all candidates, and applies the winner. Use when asked to "best of n", "try multiple approaches", "parallel implementations", "/best-of-n", or "/bon".
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Check your work with a verification subagent. Spawns a verifier that reviews diffs, runs builds and tests, and evaluates correctness. Use when asked to "check work", "verify changes", "self-verify", "/check", "/verify", "/check-work", or "/self-verify".
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CI/CD pipeline design, GitHub Actions workflows, deployment automation, infrastructure as code, and release management. Use when setting up CI/CD, automating deployments, configuring build pipelines, or managing releases.
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