Search Skills

A Python library for machine learning tasks including classification, regression, clustering, and model evaluation.

Checks current deployment status, uptime, and operational state of a Railway project in the local directory.

Accesses Human Metabolome Database for searching metabolites, retrieving chemical properties, spectra, and pathways to support metabolomics research.

Evaluates code generation models across HumanEval, MBPP, and MultiPL-E benchmarks using pass@k metrics for quality assessment.

Provides a fully managed vector database for production AI applications, supporting RAG, semantic search, and scalable recommendation systems with low latency.

Accelerates LLM inference with RadixAttention prefix caching for structured JSON/regex outputs, constrained decoding, and agentic workflows.

Manages Railway platform services including status checks, renaming, icon changes, linking, and Docker-based service creation.

Automates code deployment to Railway platform using 'railway up' command for standard pushes and deployments.

High-performance data manipulation library using Apache Arrow for efficient filtering, grouping, and I/O operations in data analysis workflows.

High-performance RLHF framework for training large language models (7B-70B+) using Ray, vLLM, and ZeRO-3, supporting PPO, DPO, and distributed training.

Provides strategic guidance for technical leadership, including architecture decisions, tech debt assessment, team scaling, and engineering metrics frameworks.

Provides activation-aware weight quantization for 4-bit LLM compression, enabling 3x speedup with minimal accuracy loss on limited GPU memory.

Provides an RNN-Transformer hybrid architecture for efficient AI inference with linear time complexity, infinite context, and production-ready large language models.

Guides security professionals in implementing defense-in-depth architectures and achieving compliance with frameworks like SOC2, ISO27001, GDPR, and HIPAA.

Comprehensive Python toolkit for creating, analyzing, and visualizing complex networks and graphs with graph algorithms and community detection capabilities.

Generates or edits creative images (photos, illustrations, artwork) using AI models like FLUX and Gemini for visual assets and concept art.

Enables custom JavaScript coding in n8n Code nodes for workflow automation, data handling, HTTP requests, and error troubleshooting using n8n-specific syntax.

Provides constitutional AI training for aligning language models with human values using self-critique and AI feedback to reduce harmful outputs without human labels.

Conducts systematic literature reviews across biomedical and scientific domains, generating professionally formatted markdown/PDF documents with verified citations in multiple styles.

Provides expert guidance for fine-tuning language models using GRPO and RL with the TRL library, focusing on reasoning and task-specific training.

Enables image understanding, visual question answering, and multi-turn image-based conversations using CLIP vision encoder and LLaMA language model.

Accelerates LLM inference with NVIDIA TensorRT for high throughput, low latency, and quantization support on NVIDIA GPUs.

Analyzes Google Analytics data to provide insights on website performance, traffic patterns, and conversion rates, enabling data-driven optimization strategies.

Provides demand generation and marketing strategy tools for Series A+ startups, including paid media optimization, SEO, and CAC analysis.