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mixedbread-ai

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configs
غير مصنف

How the prime-rl config system works — TOML files, CLI overrides, composition, and special patterns. Use when creating configs, debugging config errors, or overriding values via CLI.

٢٦ أغسطس ٢٠٢٦
dashboard
غير مصنف

Find, start, use, and stop the local run dashboard for metrics, configs, traces, logs, and reports. Use when asked for its URL, to watch or inspect a run, to control the open dashboard, or to create a cited dashboard report explicitly requested by the user.

٢٦ أغسطس ٢٠٢٦
monitor-run
غير مصنف

Monitor an ongoing prime-rl training run — find the output directory, tail logs, check key metrics, inspect SLURM jobs, and restart safely. Use when asked to check on a run, debug training, or investigate performance.

٢٦ أغسطس ٢٠٢٦
training
غير مصنف

Launch and monitor prime-rl training runs. Use when starting, supervising, or debugging an RL/SFT run. Routes to `start-run` (entrypoints + how to launch) and `monitor-run` (logs, metrics, check-ins).

٢٦ أغسطس ٢٠٢٦
start-run
غير مصنف

How to launch prime-rl training runs — the `rl`, `sft`, `inference`, and `evals` entrypoints, their config classes, and single-node/SLURM/dry-run modes. Use when starting a run or picking the right entrypoint.

٢٦ أغسطس ٢٠٢٦
install
غير مصنف

How to install prime-rl and its optional dependencies. Use when setting up the project, installing extras like DeepEP for multi-node expert parallelism, or troubleshooting dependency issues.

٢٤ أغسطس ٢٠٢٦
kernels
غير مصنف

How prime-rl vendors, builds, and ships CUDA kernels (the `deps/prime-kernels` submodule and the `prime-kernels` wheel). Use when adding a kernel, building it locally, calling one from training code, or publishing prebuilt wheels.

٢٠ أغسطس ٢٠٢٦
mixedbread-search-agent-harness
مطوّرو البرمجيات

Design, implement, review, or tune a custom harness for Mixedbread's Toast-1 search model through the OpenAI-compatible Completions API. Use when building bounded search-agent loops, custom retrieval or answer tools, parallel tool execution, evidence ranking…

٢٢ أغسطس ٢٠٢٦
mixedbread-search-agent
مطوّرو البرمجيات

Call Mixedbread's Toast-1 search model through the OpenAI-compatible Chat Completions API. Use when authenticating against the Mixedbread completions endpoint, setting request parameters, declaring function tools and answering tool calls, forcing a structured…

١٣ أغسطس ٢٠٢٦
mixedbread-search
مطوّرو البرمجيات

Build and query managed search indexes (Stores) using the Mixedbread Python and TypeScript SDKs. Use when creating knowledge bases, uploading documents, performing semantic or vector search, asking questions over documents, using agentic multi-step retrieval,…

١٣ أغسطس ٢٠٢٦
mixedbread-parsing
مطوّرو البرمجيات

Parse documents, extract structured content, and run OCR using the Mixedbread Parsing API. Use when parsing PDFs, Word documents, PowerPoint slides, or images, extracting tables or form fields, running OCR on scanned documents, converting documents to…

٢٣ يوليو ٢٠٢٦
mxbai-cli
مطوّرو البرمجيات

Use the mxbai CLI to manage stores, upload files, search documents, ask questions, and sync directories from the terminal. Use when performing Mixedbread operations via command line, setting up CI/CD pipelines with store sync, or managing API keys.

١٨ مارس ٢٠٢٦
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