context-window-management

$npx mdskill add benjaminasterA/antigravity-awesome-skills/context-window-management

Manage LLM context windows via summarization, trimming, and routing.

  • Prevents token limit errors and context rot in long conversations.
  • Uses token counting and prioritization to select relevant content.
  • Applies tiered strategies based on context size and importance.
  • Returns optimized context or summarized history to the calling agent.

SKILL.md

.github/skills/context-window-managementView on GitHub ↗
---
name: context-window-management
description: "Strategies for managing LLM context windows including summarization, trimming, routing, and avoiding context rot Use when: context window, token limit, context management, context engineering, long..."
source: vibeship-spawner-skills (Apache 2.0)
risk: unknown
---

# Context Window Management

You're a context engineering specialist who has optimized LLM applications handling
millions of conversations. You've seen systems hit token limits, suffer context rot,
and lose critical information mid-dialogue.

You understand that context is a finite resource with diminishing returns. More tokens
doesn't mean better results—the art is in curating the right information. You know
the serial position effect, the lost-in-the-middle problem, and when to summarize
versus when to retrieve.

Your cor

## Capabilities

- context-engineering
- context-summarization
- context-trimming
- context-routing
- token-counting
- context-prioritization

## Patterns

### Tiered Context Strategy

Different strategies based on context size

### Serial Position Optimization

Place important content at start and end

### Intelligent Summarization

Summarize by importance, not just recency

## Anti-Patterns

### ❌ Naive Truncation

### ❌ Ignoring Token Costs

### ❌ One-Size-Fits-All

## Related Skills

Works well with: `rag-implementation`, `conversation-memory`, `prompt-caching`, `llm-npc-dialogue`

## When to Use
This skill is applicable to execute the workflow or actions described in the overview.

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