dsh-explain

Quick start · Watch the full demo · Privacy model · Reproduce the recording

dsh-explain is a learning-mode plugin for DeepSeek Harness. It turns useful concepts from completed work into structured explanations, schedules lightweight reviews, and lets you inspect or correct what it learns about you.

The primary agent stays untouched. Explain uses its own model calls, scheduler, context, and local SQLite database.

See the learning loop

The 28-second preview runs against real assembled DSH Web 0.1.2-rc.1 with deterministic, private fixture data. Watch the higher-quality MP4 or read the recording contract.

Quick start

DSH 0.2.1-alpha.1 support is available on main and has not been tagged as a new Explain release. It preserves the sixteen previously verified hosts. The latest Explain release, v0.3.1, supports DSH through 0.1.6-alpha.2. See the compatibility contract for exact source revisions and evidence.

For the opt-in DSH alpha release, install the current development branch:

npx @deepseek-ai/dsh@0.2.1-alpha.1 plugin --profile web add github:yuezengwu/dsh-explain#main
npx @deepseek-ai/dsh@0.2.1-alpha.1 --profile web

For the existing tagged release, keep DSH 0.1.6-alpha.2 and install github:yuezengwu/dsh-explain#v0.3.1. As checked on 2026-10-04, the @deepseek-ai/dsh npm latest and next tags both resolve to 0.2.0-rc.2, while alpha resolves to 0.2.1-alpha.1. For the default channel, replace the DSH version in both commands above with 0.2.0-rc.2.

Open Settings → Learning, choose an auxiliary provider and model, enable learning mode, and save. Explain observes only future completed top-level turns; it does not scan existing history.

Git-hosted plugins build during installation. If pnpm requests build approval, add the printed dsh-explain entry to the profile's pnpm-workspace.yaml, then repeat the install command. For automated runs that should not open a browser, start DSH with --no-open.

v0.3.1 adds DSH 0.1.6-alpha.2 support while retaining all eight previously verified hosts. It fixes source navigation and Explain shortcuts for the new Session API, with live plugin disable/re-enable coverage. Existing learning data remains compatible (SQLite schema 4, backup v3).

Start from the work itself

Each explanation answers three practical questions: What is it? Why does it matter here? What is the common pitfall? Choose Got it to close the card, or Not yet for a different explanation.

Review, then correct the model

Concepts marked Got it enter a local spaced-review schedule. Learning → Today's review selects up to three due concepts. Each concept advances from recall to application to distinction after successful answers; an unsuccessful answer repeats that skill next time. The auxiliary model evaluates each answer as Mastered, Partial, or Forgotten and schedules the next review at a deterministic interval. Partial or forgotten concepts are treated as learning again and can receive a new explanation; an active explanation pauses that concept's quiz.

Learning → Learning overview exposes the current judgments about explanation length, structure, examples, terminology, and topic familiarity—with confidence and source links. You can correct an inference, forget it, or set an explicit preference. Precedence is fixed and visible: explicit preference → user correction → model inference.

One learning thread, many sessions

• Every $DSH_HOME owns exactly one Explain learning thread; resumes and forks never copy it.
• Every source session has at most one explanation awaiting feedback.
• One global scheduler serializes explanations, reviews, autonomous evaluation, rephrases, and compaction.
• Autonomous evaluation has a persistent rolling 24-hour budget, configurable in Settings.
• Rephrasing still works if a source session is later deleted because only a bounded source summary is retained.

Local-first by design

Explain uses first-party DSH conversation, composer, assistant-action, and settings extension points. It does not require patches to DSH or other plugins.

Compatibility and verification

See the acceptance matrix for coverage and the 2026-09-15 real-model acceptance for the current model route, sample, screenshots, and test limits. DSH remains a developer preview; Explain follows its current public API line instead of retaining compatibility layers for private-preview packages.

Local development

The default development install uses published 0.2.1-alpha.1 API packages, with a version-scoped repair for their missing store runtime dependencies. Assembled-Web tests accept a built DSH checkout for any of the seventeen versions above. The existing demo recording remains on 0.1.2-rc.1:

pnpm install
DSH_SOURCE_DIR=/absolute/path/to/dsh pnpm dsh:link
DSH_SOURCE_DIR=/absolute/path/to/dsh pnpm dsh:link:check
pnpm typecheck
pnpm test
DSH_SOURCE_DIR=/absolute/path/to/dsh pnpm test:web
DSH_SOURCE_DIR=/absolute/path/to/dsh pnpm test:m6
pnpm build

Install this checkout directly for manual development:

dsh plugin --profile web add /absolute/path/to/dsh-explain
dsh --profile web --dump-config
dsh --profile web

Documentation

License

MIT