Memory investigations require careful acquisition, repeatable triage, and strong evidence handling. This skill guides authorized RAM capture analysis with Volatility, YARA, strings, and forensic checklists.

Building MCP servers requires protocol, SDK, and evaluation choices that are easy to miss. This skill guides planning, implementation, testing, and Microsoft ecosystem decisions for reliable integrations.

Marketing teams often apply persuasion models without clear behavior targets or ethical checks. This skill selects and scores relevant psychology models, then turns them into testable marketing actions.

SaaS teams often have too many growth ideas and limited time. This skill filters ideas, scores feasibility, and turns the best options into clear next steps.

Agent telemetry setup can be error-prone when plugins, API keys, and endpoints must align. This skill guides Manifest installation, configuration, verification, and troubleshooting.

Malware investigations need repeatable triage without exposing production systems. This skill guides authorized analysts through safe analysis, IOC extraction, and reporting.

Rust developers need focused guidance when building Makepad user interfaces. This skill provides setup, UI pattern, shader, packaging, and troubleshooting help.

Make operations data and configuration enums can be hard to inspect from memory. This skill guides Claude, Codex, and Claude Code through Rube MCP workflows for accurate Make automation support.

Mailchimp work often requires many tool calls and careful parameter handling. This skill provides guided workflows for campaigns, subscribers, segments, and analytics.

Production ML systems require coordinated data, training, deployment, and monitoring plans. This skill structures that work into practical MLOps phases.

Developers need reliable patterns for Microsoft 365 agents across Teams and Copilot Studio. This skill provides TypeScript examples for routing, hosting, streaming, and Copilot Studio integration.

Teams and Copilot Studio agent projects require accurate SDK patterns, routing, streaming, and authentication setup. This skill gives Claude, Codex, and Claude Code focused Python guidance for Microsoft 365 Agents SDK implementations.

Complex product work can require coordination across planning, coding, testing, and operations. Loki Mode provides a structured multi-agent workflow with task queues, checkpoints, and review steps.

Building Microsoft 365 agents in .NET requires coordinated hosting, routing, authentication, and Copilot Studio setup. This skill gives focused patterns and prompts for building those pieces faster.

LLM applications can fail without clear patterns for retrieval, agents, prompts, and monitoring. This skill gives practical templates for RAG, agents, prompt workflows, and LLMOps.

Weak prompts create inconsistent LLM behavior, higher token costs, and difficult testing. This skill turns rough instructions into structured prompts with evaluation, safety, and deployment guidance.

Production LangChain agents need clear architecture, memory, evaluation, and observability. This skill guides Claude, Codex, and Claude Code through LangGraph patterns, async tools, RAG, testing, and deployment.

Teams need reliable guidance for building conversational AI systems. This skill provides architecture, testing, deployment, and monitoring patterns for production assistants.

Linux incidents often start with broad symptoms and scattered evidence. This skill provides a phased workflow for collecting facts, analyzing resources, checking logs, testing networking, and validating fixes.

Linux administrators need repeatable scripts for backups, monitoring, and maintenance. This skill provides Bash templates and guidance for common operational tasks.