Machine learning

Find blog posts semantically similar to a topic — pulls from the posts embedding source.

Choose OpenRouter models and routers, query live catalog data, use structured outputs and batch inference, and debug routing with metadata.

Query OpenTelemetry telemetry (traces, metrics, logs, LLM analytics) via the autotel CLI.

使用 alibaba/open-code-review（ocr CLI）对 Git 变更执行 AI 代码评审：OCR 以确定性工程完成文件选择与规则匹配，产出行级定位、按严重度分级的结构化意见（bug/安全/性能等）。默认委托模式由当前 Agent 执行评审，无需配置额外 LLM；也可切换 OCR…

Use when deploying, operating, debugging, or composing the Antioch Workbench integration, live OpenPI inference, and dataset-based policy training.

Use when Cosmos3 setup, fetch, inference, CUDA, uv, Docker, Hugging Face, GitHub, NGC, or checkpoint staging fails in NPA or in an upstream Cosmos framework…

Use when setting up Cosmos3 access through NPA, checking source or Hugging Face reachability, staging the public Cosmos3 framework and checkpoint cache, or…

Convex is the backend agents get right on the first try: an all-TypeScript reactive platform where the database, server functions, scheduling, file storage…

Suggest the matching Convex component when the user hand-rolls a pattern it already solves (crons, sharded-counter, rate-limiter, storage, search, presence…

Research any token, wallet, or contract with the ChainGPT Web3 toolkit.

Audit-before-action security workflow for any Web3 interaction the user is about to take.

Turn a long video into N viral-ready short clips with a single managed API call.

AI and machine learning development with PyTorch, TensorFlow, and LLM integration.

Generate vector embeddings through DurinDoor using a model discovered from /v1/models/embedding.

Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation.

Design and build LLM-powered projects from ideation through deployment.

Design multi-agent systems, agent loops, and eval harnesses.

Build AI features with Vercel AI SDK (chat, agents, RAG, tools).

Use when building AI features into a product: LLM integration, RAG pipelines, guardrails, streaming, AI UX, prompt engineering, or AI cost control.

Catalogs reusable Artifact components and supplies the exact scripts, styles, tokens, markup contract, and composition limits for embedding interactive…

Complete autotel API reference: trace(), span(), instrument(), getRequestLogger(), createStructuredError(), parseError(), track(), init().

trace(), span(), instrument(), init().

Prepare, verify, and resume operator-owned Hugging Face or NVIDIA NGC access for exact NPA dependencies, including human-bound upstream approvals, while…

Package, preflight, run, validate, or troubleshoot NVIDIA Alpamayo 2 Super 34B VLA inference in NPA, including its OpenMDW model terms, separately gated…