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context-budgeting

Manage and optimize OpenClaw context window usage via partitioning, pre-compression checkpointing, and information lifecycle management. Use when the session context is near its limit (>80%), when the agent experiences "memory loss" after compaction, or when aiming to reduce token costs and latency for long-running tasks.

openclaw☆ 2,396 Repository stars711 Repository forks

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

View source ↗Guides

Skill instructions

Context Budgeting Skill

This skill provides a systematic framework for managing the finite context window (RAM) of an OpenClaw agent.

Core Concepts

1. Information Partitioning
  • Objective/Goal (10%): Core task instructions and active constraints.
  • Short-term History (40%): Recent 5-10 turns of raw dialogue.
  • Decision Logs (20%): Summarized outcomes of past steps ("Tried X, failed because Y").
  • Background/Knowledge (20%): High-relevance snippets from MEMORY.md.
2. Pre-compression Checkpointing (Mandatory)

Before any compaction (manual or automatic), the agent MUST:

  1. Generate Checkpoint: Update memory/hot/HOT_MEMORY.md with:
    • Status: Current task progress.
    • Key Decision: Significant choices made.
    • Next Step: Immediate action required.
  2. Run Automation: Execute scripts/gc_and_checkpoint.sh to trigger the physical cleanup.

Automation Tool: gc_and_checkpoint.sh

Located at: skills/context-budgeting/scripts/gc_and_checkpoint.sh

Usage:

  • Run this script after updating HOT_MEMORY.md to finalize the compaction process without restarting the session.

Integration with Heartbeat

Heartbeat (every 30m) acts as the Garbage Collector (GC):

  1. Check /status. If Context > 80%, trigger the Checkpointing procedure.
  2. Clear raw data (e.g., multi-megabyte JSON outputs) once the summary is extracted.

Examples

Read the usage examples in the source repository.

View source ↗

Source history

Indexed on
2026-03-11
Index updated
2026-03-11
Branch
main

Index and sync dates describe this directory. View the source repository for code history.

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