Sliding Window History for Bounded State Management

James Phoenix
James Phoenix

Summary

Prevent unbounded state growth in automated scanners by keeping only the last N months of history. This pattern ensures state files remain small, git-friendly, and contain only relevant data for trend analysis. Proven in production for scheduled LLM analysis workflows.

The Problem

Scan history in stateful automation workflows grows unbounded over time, causing large state files, slow git operations, and storage bloat. Old historical data becomes irrelevant for trend analysis but continues to accumulate.

The Solution

Implement a sliding window that automatically prunes scan history older than N months. Configure the window size based on your needs (typically 2-3 months), and filter state on each update to maintain bounded storage while preserving recent trends.

Leanpub Book

Read The Meta-Engineer

A practical book on building autonomous AI systems with Claude Code, context engineering, verification loops, and production harnesses.

Continuously updated
Claude Code + agentic systems
View Book

Related Concepts

References

Topics
AutomationData EngineeringGitLintingMemory SystemsState Management

Newsletter

Become a better AI engineer

Weekly deep dives on production AI systems, context engineering, and the patterns that compound. No fluff, no tutorials. Just what works.

Join 306K+ developers. No spam. Unsubscribe anytime.


More Insights

Cover Image for Hand Off Between Agent Subscriptions Before You Run Out of Weekly Usage

Hand Off Between Agent Subscriptions Before You Run Out of Weekly Usage

The session about to hit its weekly limit is the single best-informed writer of the brief that lets a different vendor’s agent pick up the work. Spend the last of the allowance on that brief, not on one more edit.

James Phoenix
James Phoenix
Cover Image for Use an Expensive Model to Build a Cheap Agentic Runtime

Use an Expensive Model to Build a Cheap Agentic Runtime

The model that writes the harness and the model that runs inside it do not have to be the same model. They probably should not be.

James Phoenix
James Phoenix