Skill

sage-memory

Background save pattern for Sage operations - prevents blocking

Install

npx claudepluginhub joshuarweaver/cascade-ai-ml-engineering --plugin b17z-sage

Tool Access

This skill uses the workspace's default tool permissions.

Preview

When saving to Sage (checkpoints or knowledge), **always use a background Task** to avoid blocking the conversation for 2-5 seconds.

SKILL.md

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Last CommitFeb 1, 2026

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Sage Memory Operations

When saving to Sage (checkpoints or knowledge), always use a background Task to avoid blocking the conversation for 2-5 seconds.

The Pattern

Task(subagent_type='general-purpose', model='haiku', run_in_background=true, prompt='Call sage_save_checkpoint with core_question="...", thesis="...", confidence=0.X, trigger="...". Return the result.')

When This Applies

Use background Task for these MCP tools:

sage_save_checkpoint - Full research checkpoint

sage_save_knowledge - Persist reusable insight

sage_autosave_check - Auto-checkpoint at breakpoints

Why

These operations generate embeddings (2-5 seconds). Running them directly blocks the conversation. The background Task pattern:

Returns immediately with task ID

Subagent handles the save

You get notified when complete

Never Do This

# WRONG - blocks conversation sage_save_checkpoint(core_question="...", thesis="...", confidence=0.8)

Always Do This

# RIGHT - non-blocking Task(subagent_type='general-purpose', model='haiku', run_in_background=true, prompt='Call sage_save_checkpoint(...). Return result.')