prompt-engineering-patterns

To reduce prompt bloat in multi-agent workflows, apply the Deletion Test methodology to prune irrelevant lines and use context isolation patterns. This ensures prompts remain lean, auditable, and safe for deployment.

The Deletion Test is a prompt engineering methodology used to prune irrelevant lines from prompts and SKILL.md files. It helps teams design lean, auditable skills by systematically removing unnecessary context that does not contribute to the task.

To audit CLAUDE.md for prompt optimization, apply the Four Buckets framework to evaluate WRITE, SELECT, COMPRESS, and ISOLATE actions. This identifies token waste and reinforces safe, effective prompt structures.

The Four Buckets framework guides context engineering through WRITE, SELECT, COMPRESS, and ISOLATE actions. It provides structured guidance for designing lean prompts and managing context effectively across multi-agent workflows.

To diagnose context failures in multi-agent prompts, apply context isolation techniques to separate concerns and identify conflicting instructions. This approach ensures robust workflow design and prevents cross-agent context contamination.

Yes, you can use prompt engineering patterns to design new skills by drafting a SKILL.md that applies the Deletion Test and references isolation patterns. This approach ensures skills are lean, audit-ready, and free of prompt bloat.