muratcankoylan
Creator of Context Engineering Skills for multi-agent architectures and production agent systems
Skills by muratcankoylan
Agent Evaluation
@muratcankoylan
Methods for evaluating agent performance including LLM-as-Judge patterns, metrics design, and benchmarking
Memory Systems
@muratcankoylan
Designing memory systems for agents including working memory, long-term storage, and retrieval strategies
Multi-Agent Patterns
@muratcankoylan
Architectural patterns for multi-agent systems including orchestration, delegation, and context sharing strategies
Context Degradation Patterns
@muratcankoylan
Understanding and mitigating context degradation, including lost-in-the-middle phenomenon and attention curve analysis
Context Engineering Fundamentals
@muratcankoylan
Foundational understanding of context window management, attention mechanics, and the 'lost-in-the-middle' phenomenon
BDI Mental States
@muratcankoylan
Belief-Desire-Intention cognitive architecture for building rational agent systems with formal mental state modeling
Context Optimization
@muratcankoylan
Ongoing optimization of agent contexts including pruning, prioritization, and dynamic context management
Tool Design
@muratcankoylan
Best practices for designing agent tools including schema optimization, error handling, and output formatting
Context Compression
@muratcankoylan
Techniques for compressing context while preserving essential information including summarization and semantic deduplication