muratcankoylan

by muratcankoylan

End-to-end system for creating supervised fine-tuning datasets from books and training style-transfer models. Covers text extraction, intelligent s...

by muratcankoylan

A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, opt...

by muratcankoylan

A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, opt...

by muratcankoylan

Master LLM-as-a-Judge evaluation techniques including direct scoring, pairwise comparison, rubric generation, and bias mitigation. Use when buildin...

by muratcankoylan

Design tools that agents can use effectively, including when to reduce tool complexity. Use when creating, optimizing, or reducing agent tool sets.

by muratcankoylan

Design and build LLM-powered projects from ideation through deployment. Use when starting new agent projects, choosing between LLM and traditional ...

by muratcankoylan

Recognize, diagnose, and mitigate patterns of context degradation in agent systems. Use when context grows large, agent performance degrades unexpe...

by muratcankoylan

Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks...

by muratcankoylan

Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity c...

by muratcankoylan

Understand the components, mechanics, and constraints of context in agent systems. Use when designing agent architectures, debugging context-relate...

by muratcankoylan

Design and evaluate context compression strategies for long-running agent sessions. Use when agents exhaust memory, need to summarize conversation ...

by muratcankoylan

Build evaluation frameworks for agent systems. Use when testing agent performance, validating context engineering choices, or measuring improvement...

by muratcankoylan

Apply optimization techniques to extend effective context capacity. Use when context limits constrain agent performance, when optimizing for cost o...

by muratcankoylan

Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.

by muratcankoylan

Template for creating new Agent Skills for context engineering. Use this template when adding new skills to the collection.

by muratcankoylan

End-to-end system for creating supervised fine-tuning datasets from books and training style-transfer models. Covers text extraction, intelligent s...