Scalar shadow prices cannot restore an earlier effective prompt when compaction removes the newest system node: subtracting that price from messages can permanently make the published bucket negative. Reuse the positional measurement planner over compact current surface entries and choose the last nonempty system by surface order, not event sequence or provenance citations. Explicitly trade the scalar checkpoint for O(current retained surface) state, dropping shadowed entries and message bodies. Version 3 invalidates old scalar checkpoints; pure transitions preserve wire identity for same-price rewrites. Cover newest/middle removal, reversed sequence ranges, extra sources, empty fallback nodes, replay and late registration, cache version rejection, and route-independent heuristic totals. Document the bounded-state exception and rejected prompt-only ancestry approach in both languages.
DeepSeek Harness
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DeepSeek Harness (dsh) is an open-source agent harness developed by DeepSeek AI.
It is built on an everything-is-a-plugin architecture and powered by Cordis, whose design is described in A Programming Paradigm for Spatiotemporal Composability.
Documentation: https://deepseek-harness.github.io/deepseek-harness/
Developer preview
DeepSeek Harness is in developer preview and iterating rapidly. THERE WILL BE COMPATIBILITY-BREAKING CHANGES.
Review the safety notice before running the project.
Run
Run from npm
Install Node.js, then run:
npx @deepseek-ai/dsh web
The command starts the Web UI at http://127.0.0.1:3080 by default and opens it in the default browser for a local launch. An SSH launch only prints the host URL because the SSH client or editor owns the local forwarded address. Pass --no-open to run the server without opening a browser. See Web UI guide.
Run from source
To run from a repository checkout:
git clone https://github.com/deepseek-ai/deepseek-harness.git
cd deepseek-harness
pnpm install
pnpm run build
pnpm dsh web
pnpm run build prepares the repository artifacts. pnpm dsh web uses those built artifacts without rebuilding.
Community and support
- Submit feedback or bug reports through GitHub Discussions.
- Add the
dsh-plugintopic to your plugin repository for discoverability. - Join DeepSeek Harness Discord community.
Contributing
See CONTRIBUTING.md.
Development
Start with the development guide and architecture documentation.
For agents, follow AGENTS.md.
License
Third-party dependencies and their licenses are disclosed in THIRD_PARTY_NOTICES.md.