Coding-agent demo
Parallel planner, coder, and reviewer branches inspect the same repository slice. Overlapping repo scans collapse, while separate benchmark-oriented search stays independent.
Examples
Concrete, screenshot-friendly scenarios that make the middleware thesis legible.
The examples are intentionally small enough for a laptop but specific enough to feel like real work: coding-agent repo scans, document overlap, API overlap, and safety counterexamples.
Repo analysis demo
Shows how local middleware deduplication applies to repo-understanding agents working over the same codebase boundary.
Support and research demos
Document extraction and API overlap scenarios show the systems idea generalizes without losing the coding-agent focus.
Why this example lands
Branch-heavy coding agents are one of the clearest places where duplicated downstream work becomes visible quickly. The repo scan demo makes that cost concrete without requiring many real model nodes or expensive hardware.