DevOps e Infra

Use when deploying LibreChat with Docker Compose, setting up docker-compose.yml or docker-compose.override.yml, configuring containers, setting up reverse proxies (nginx, Traefik), deploying to cloud providers (Azure, DigitalOcean, Railway), or running LibreChat locally for development. Also use when asked about container networking, volume mounts, or GPU passthrough.

Docker Compose generation, optimization, and troubleshooting assistance.

Slice, extract, and concatenate biological sequences using Biopython. Use when extracting subsequences, joining sequences, or manipulating sequence regions by position.

Use when the user needs help planning a complex trip, multi-city itinerary, family travel, honeymoon, backpacking route, group tour, or any scenario involving multiple constraints like budget, schedule, layovers, and different traveler preferences. Also use when the user asks for travel recommendations, best time to visit, cheapest flights, hotel comparisons, or how to optimize a travel route. Rec

Predicts ADMET properties using ADMETlab 3.0 (119 endpoints with uncertainty), ADMET-AI, DeepChem MolNet, and chemprop D-MPNN with explicit handling of OECD QSAR principles, applicability domain assessment, calibration, hERG/CYP/AMES gold-standard endpoints, and PAINS / Lipinski / Ro5 / Veber / BBB druglikeness filters. Use when filtering compounds for drug-likeness, prioritizing leads by predicte

Account assignment by revenue potential, geography, relationship. Workload balancing, TAM/SAM calculation, coverage models.

Mantenha a consistência de NAP (Nome, Endereço, Telefone) em todas as plataformas. Use ao gerenciar citações, atualizar informações comerciais ou gerar marcação de esquema.

Fornece respostas a questões legais sobre direito empresarial dos EUA, cobrindo formação de startups, captação de recursos, direito trabalhista, contratos e propriedade intelectual. Inclui citações estatutárias específicas, exemplos práticos e orientação legal.

Annotate CLIP-seq peaks or crosslink sites to RNA features (5'UTR, CDS, 3'UTR, intron, splice junction, snoRNA, tRNA, ncRNA, repeat elements) with ChIPseeker, RCAS, RBP-Maps (Yeo splicing regulatory maps), and bedtools, applying feature-priority hierarchies, transcript-context resolution, and metagene aggregation. Use when characterizing where in transcripts an RBP binds, comparing peak distributi

You are a cloud cost optimization expert specializing in reducing infrastructure expenses while maintaining performance and reliability. Analyze cloud spending, identify savings opportunities, and implement cost-effective architectures across AWS, Azure, and GCP.

Master the uv package manager for fast Python dependency management, virtual environments, and modern Python project workflows. Use when setting up Python projects, managing dependencies, or optimizing Python development workflows with uv.

Implements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1, Phi4-Reasoning, Qwen3, Kimi-VL, QvQ), reducing chain-of-thought token usage by 27-51% while preserving accuracy. Triggers on "optimize reasoning", "reduce thinking tokens", "efficient inference", "suppress reflection tokens", or when working with verbose Co