productivity▌

This skill provides guidance for deep learning-based single-cell analysis using scvi-tools, the leading framework for probabilistic models in single-cell genomics.

Layer 1: Language Mechanics

Foundation Models issues manifest as context window exceeded errors, guardrail violations, slow generation, availability failures, and unexpected output. Core principle 80% of Foundation Models problems stem from misunderstanding model capabilities (3B parameter device-scale model, not world knowledge), context limits (4096 tokens), or availability requirements—not framework bugs.

Secure secrets management practices for CI/CD pipelines using Vault, AWS Secrets Manager, and other tools.

Provide comprehensive techniques for attacking Microsoft Active Directory environments. Covers reconnaissance, credential harvesting, Kerberos attacks, lateral movement, privilege escalation, and domain dominance for red team operations and penetration testing.

Use this skill to onboard a project onto PowerSync without trial-and-error. Treat this as a guided workflow first and a reference library second.

Risk Metrics Calculation \n Comprehensive risk measurement toolkit for portfolio management, including Value at Risk, Expected Shortfall, and drawdown analysis. \n Use this skill when \n \n Measuring portfolio risk \n Implementing risk limits \n Building risk dashboards \n Calculating risk-adjusted returns \n Setting position sizes \n Regulatory reporting \n \n Do not use this skill when \n \n The task is unrelated to risk metrics calculation \n You need a different domain or tool outside this s

Four capabilities: generate, template imitation, edit existing PPT, and local file operations.

Implement DNS management strategies for traffic routing, failover, geo-routing, and high availability using Route53, Azure DNS, or CloudFlare.

Analyze outdated dependencies and safely upgrade them with breaking change detection.