Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.
Idioma do texto original: inglês
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Serverless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models as APIs, or running batch jobs with automatic scaling.
Idioma do texto original: inglês
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models, reporting academic results, or tracking training progress. Industry standard used by EleutherAI, HuggingFace,…
Idioma do texto original: inglês
Frames model, prompt, and system evaluation as a reproducible experiment with baselines, datasets, and explicit metrics.
Idioma do texto original: inglês
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform
Idioma do texto original: inglês
Guides model, dataset, and space workflows around Hugging Face Hub with explicit auth, artifact, and cache assumptions.
Idioma do texto original: inglês
Run LLM inference with llama.cpp on CPU, Apple Silicon, AMD/Intel GPUs, or NVIDIA — plus GGUF model conversion and quantization (2–8 bit with K-quants and imatrix). Covers CLI, Python bindings, OpenAI-compatible server, and Ollama/LM Studio integration. Use…
Idioma do texto original: inglês
Remove refusal behaviors from open-weight LLMs using OBLITERATUS — mechanistic interpretability techniques (diff-in-means, SVD, whitened SVD, LEACE, SAE decomposition, etc.) to excise guardrails while preserving reasoning. 9 CLI methods, 28 analysis modules,…
Idioma do texto original: inglês
Guarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and maximize inference speed with Outlines - dottxt.ai's structured generation library
Idioma do texto original: inglês
Guides model-serving and runtime-inference decisions across local, remote, and packaged deployment paths.
Idioma do texto original: inglês
Serves LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference latency/throughput, or serving models with limited GPU memory. Supports OpenAI-compatible endpoints,…
Idioma do texto original: inglês
PyTorch library for audio generation including text-to-music (MusicGen) and text-to-sound (AudioGen). Use when you need to generate music from text descriptions, create sound effects, or perform melody-conditioned music generation.
Idioma do texto original: inglês
OpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M image-text pairs. Use for image search, content moderation, or vision-language tasks without fine-tuning.…
Idioma do texto original: inglês
Foundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or masks as prompts, or automatically generate all object masks in an image.
Idioma do texto original: inglês
State-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts, performing image-to-image translation, inpainting, or building custom diffusion pipelines.
Idioma do texto original: inglês
OpenAI's general-purpose speech recognition model. Supports 99 languages, transcription, translation to English, and language identification. Six model sizes from tiny (39M params) to large (1550M params). Use for speech-to-text, podcast transcription, or…
Idioma do texto original: inglês
Build complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford NLP's framework for systematic LM programming
Idioma do texto original: inglês
Expert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal support
Idioma do texto original: inglês
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when you need to train <1% of parameters with minimal accuracy loss, or for multi-adapter serving. HuggingFace's…
Idioma do texto original: inglês
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
Idioma do texto original: inglês
Guides fine-tuning and post-training work with explicit data, objective, hardware, and rollback assumptions.
Idioma do texto original: inglês
Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works…
Idioma do texto original: inglês
Expert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimization
Idioma do texto original: inglês
Guides retrieval-store design, indexing, and query behavior for embedding-backed systems without confusing storage with application truth.
Idioma do texto original: inglês
Work with vault-backed markdown notes in Obsidian, preserving links, filenames, and existing note structure.
Idioma do texto original: inglês
Handle Google Docs, Sheets, Drive, and related Workspace tasks through the narrowest available API or browser workflow.
Idioma do texto original: inglês
Work with Linear issues, projects, and triage flows while preserving status semantics and ownership clarity.
Idioma do texto original: inglês
Extract, inspect, and summarize PDFs quickly with lightweight tooling before escalating to heavier OCR or layout workflows.
Idioma do texto original: inglês
Create, search, and update Notion pages or databases through the API or a narrow browser fallback when a Workspace lives in Notion.
Idioma do texto original: inglês
Recover text from scanned or image-heavy documents before attempting structured analysis or downstream writing tasks.
Idioma do texto original: inglês
Build or revise presentation structure, slide copy, and export-ready material for PowerPoint-style decks.
Idioma do texto original: inglês
Give Elephant Agent phone capabilities without core tool changes. Provision and persist a Twilio number, send and receive SMS/MMS, make direct calls, and place AI-driven outbound calls through Bland.ai or Vapi.
Idioma do texto original: inglês
Search, filter, and summarize arXiv papers with explicit titles, authors, dates, and paper links before drawing conclusions.
Idioma do texto original: inglês
Monitor blog or website updates, compare publish dates, and summarize deltas rather than repeating unchanged content.
Idioma do texto original: inglês
Build concise, cross-linked wiki-style summaries for models, papers, techniques, or labs when the user wants durable knowledge capture.
Idioma do texto original: inglês
Inspect prediction-market questions, prices, and resolution conditions carefully before summarizing or comparing market signals.
Idioma do texto original: inglês
Draft research-style outlines, section structure, and evidence-backed prose for papers, whitepapers, or technical notes.
Idioma do texto original: inglês
Keeps explicit shell work legible, bounded, and attached to the current workspace thread.
Idioma do texto original: inglês
Keeps direct URL reading and text extraction available when a specific page matters more than search results.
Idioma do texto original: inglês
Keeps local retrieval, file search, and nearby context gathering available in-session.
Idioma do texto original: inglês
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in, and reading/injecting secrets for commands.
Idioma do texto original: inglês