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# DS4Server Help
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# DS4Server User Guide
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DS4Server runs supported DwarfStar language models locally on your Mac. Chats,
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project references, and settings stay on this computer.
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DS4Server is a native macOS application for running supported DwarfStar models
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locally. Model files, chats, project references, settings, checkpoints, and
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agent-extension data stay on this Mac.
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## Projects and chats
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## Getting started
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Choose **Add project** to give the coding agent access to a folder. The agent's
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file tools are bounded to that project. Use **File > New Chat** (`⌘N`) to start
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a chat in the active project. Chats are saved after their first message and can
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be renamed, pinned, archived, compacted, rebuilt, or deleted from the sidebar.
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An active chat has a green dot beside its title. You can switch chats or start
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another one while it works; each chat keeps its own transcript, queued prompts,
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tools, approvals, context, and interactive UI state. Model inference shares the
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single loaded runtime so model weights are not duplicated, while independent
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tool work continues concurrently.
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1. Open **View > Model Manager** (`⇧⌘M`). Download a supported model and any
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acceleration artifact you intend to use, or verify an artifact already on
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disk. A model cannot run until its complete file passes verification.
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2. Choose **Add project** and select the folder the agent should work in. The
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project remains in its original location; DS4Server stores only its reference
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and chat data.
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3. Choose **File > New Chat** (`⌘N`). Select a thinking profile and a shell
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permission mode in the composer.
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4. Enter a request and send it. **Thinking** is the DS4 default, **Direct** omits
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hidden reasoning, and **Think Max** appears only when that model profile has
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the required long context.
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The composer status row shows the current project and, for Git repositories,
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the current local branch. An unsaved draft can be moved with the project menu;
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saved chats keep their original project. Use the branch menu to switch local
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branches when that project's chats are idle. The thinking menu is preselected
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to the active model's default mode and loads that model-and-thinking profile:
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**Thinking** is the DS4 default, while **Direct** answers without hidden
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reasoning. **Think Max** is available when its profile uses at least 393216
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context tokens, matching DS4's long-context requirement.
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The selected model is shared by the app and the optional local HTTP endpoint.
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Preferences are saved locally and generation settings are scoped by model and
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thinking profile where the controls indicate that.
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The **Git** pane shows added, changed, and deleted files from the current
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worktree, including separate staged and worktree markers. Select files to stage,
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unstage, or commit them, or commit the existing staged set. Committing with no
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selection or staged files asks before staging and committing every change. File
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names open a colored diff that can switch between unified and side-by-side
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layouts. The fetch, pull, and push actions use the `origin` remote and report
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authentication, hook, conflict, and other Git errors without hiding them.
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## Projects, chats, and context
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Quitting with active chats asks for confirmation. Confirming stops their model
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and tool work; canceling leaves every chat running.
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The sidebar switches projects and chats. Project controls add, rename, or delete
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a project reference. Deleting one removes its DS4Server sessions and
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checkpoints, but never deletes the referenced folder. An unsaved draft can move
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to another project; a saved chat remains attached to its original project.
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Use **File > Export Chat as Markdown** (`⇧⌘S`) to save the visible conversation,
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including reasoning and tool results. System-only messages are omitted.
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Chat controls can rename, pin, archive, restore, compact, rebuild, export, or
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delete a conversation. Archived chats remain under the project's archive until
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restored or deleted. Deleting a chat permanently removes its transcript and KV
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checkpoint. **File > Export Chat as Markdown** (`⇧⌘S`) saves the visible
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conversation, including reasoning and tool results but excluding internal
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system messages.
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## Writing and editing
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Send another prompt while a response is active to queue it for that chat.
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**Stop** cancels current model and agent work. You can work in several chats at
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once: each keeps its own transcript, prompt queue, tools, approvals, context,
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and interactive surfaces. Independent tool work may overlap, but model
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inference is serialized through one shared runtime so weights are not duplicated.
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Quitting with active chats asks whether to stop them first.
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Enter a prompt at the bottom of the Chat view. While a response is running,
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additional prompts are queued. **Stop** cancels generation and active agent
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work. The Edit menu follows the focused text control and supports undo, redo,
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cut, copy, paste, and select all. Transcript text can be selected and copied.
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The context indicator shows used and available tokens. Near the limit,
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DS4Server compacts older model context while retaining the full visible
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transcript. Saved chats also keep local KV checkpoints for fast continuation.
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A checkpoint belongs to the exact model, quantization, context size, and runtime
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configuration that created it. After one of those changes, DS4Server reports a
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context rebuild, prefills the saved transcript, and writes a compatible
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replacement without losing messages. **Rebuild context on next use** requests
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the same safe rebuild manually.
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The context indicator beside the composer shows used and available tokens.
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DS4Server automatically compacts long chats near the context limit; the full
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visible transcript remains available.
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## Agent capabilities and safety
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## Checkpoints and model changes
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The coding agent can use native tools to list a directory, read files, search
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file contents, write or edit files, inspect Git state, and maintain Dev Brain.
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It can also run shell commands and use web search or visit pages when the task
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needs them. Content search is not filename discovery: until DS4Server ships a
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native filename glob tool, recursive filename lookup may require an approved
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shell command. A directory listing remains a non-recursive view of one folder.
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Each saved chat keeps a local KV checkpoint so its next turn can resume without
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prefilling the whole conversation. A checkpoint belongs to the exact model,
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quantization, context size, and executor configuration that created it.
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Tool calls are checked against typed schemas before execution. Unknown tools,
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missing or extra fields, malformed calls, and invalid values return structured
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errors instead of running. Results appear in the transcript. Copy actions expose
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their complete text, and large output may also be saved to a local file rather
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than filling the transcript. **Stop** cancels active generation and cancellable
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tool work.
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If the selected model, model file, quantization, context size, or relevant
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runtime configuration changes, DS4Server cannot safely resume that checkpoint.
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It reports that the context is being rebuilt, prefills the saved transcript,
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and writes a compatible replacement. No chat messages are lost. **Rebuild
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context on next use** performs the same safe rebuild manually.
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The shell permission mode is stored with each chat:
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## Models
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- **Heuristic** applies DS4Server's built-in command-risk checks.
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- **AI based** asks the local model to classify a shell command in a separate
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one-shot request. A risky result shows its reason. If classification fails or
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is invalid, approval is required.
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Open **View > Model Manager** (`⇧⌘M`) to download, resume, verify, or remove
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supported model artifacts. Preferences choose the active model and control
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generation, context, speculative decoding, Metal execution, SSD expert
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streaming, steering, checkpoint storage, diagnostics, and the local endpoint.
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Generation values are stored per model and thinking mode. Acceleration and SSD
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values are stored per model, while the Prompt section's system prompt is shared
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by every profile.
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An approval dialog shows the command and working directory. **Allow once** runs
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that operation; **Deny** returns the refusal to the agent. Destructive, network,
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privileged, application-control, credential, and outside-trusted-path commands
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require approval as applicable. Dev Brain's configured vault is trusted like
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the project for ordinary path checks, but does not bypass those risk classes.
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Model files are large. Verification checks the complete artifact before it is
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used. Removing a model never removes projects or chat history.
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### Ralph loops
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## Agent tools and approvals
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Ask the agent to use a Ralph loop when a bounded task benefits from repeated
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autonomous passes, for example, “Use a Ralph loop with at most 12 rounds to fix
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and verify this parser.” Ralph is an agent tool, not a view or slash command.
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Its default is 8 rounds and its allowed range is 1–64.
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The local agent can inspect and edit project files, search text, and run shell
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commands. Operations that can affect data outside the ordinary project workflow
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show an approval dialog. Read the command and working directory before choosing
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**Allow once**. Choose **Deny** to return the refusal to the agent.
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Each round receives the same objective in a fresh model context, inspects the
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current project, and leaves file changes on disk. The next round receives only
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the previous validated report, applicable workspace instructions, and available
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skills. The current model settings and permission mode still apply. Ralph stops
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on completion, a reported blocker, a failed round, cancellation, or the round
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limit; a worker's completion report is evidence to review, not independent
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certification. Ralph workers cannot start nested Ralph loops.
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The permission selector at the bottom of each chat is stored with that session.
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**Heuristic** uses the built-in command checks. **AI based** asks the local model
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to classify each shell command in an isolated one-shot request; risky commands
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show the model's reason in the normal approval dialog. If that check fails or
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returns an invalid answer, DS4Server requires approval. Preferences choose the
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default for new sessions. When Dev Brain is enabled, its configured vault is
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treated like the project for path-risk checks; destructive, network, privilege,
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application-control, and credential risks still require approval.
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### Workspace instructions and standard skills
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Tool calls and results appear in the transcript. Use their copy actions for the
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complete, untruncated text; large outputs can also be opened from their saved
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file. Calls are checked against typed schemas before execution, so unknown
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tools, missing or extra fields, invalid values, and malformed tool syntax are
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returned to the agent as structured errors instead of being executed.
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DS4Server reads global instructions from
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`~/Library/Application Support/de.rfc1437.ds4server/AGENTS.md`, then project
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instructions from root to the working directory. In each directory,
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`AGENTS.local.md` overlays `AGENTS.md`. Deeper guidance wins over broader
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guidance, while system, developer, and direct user instructions remain higher
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priority. Additions, changes, and removals are tracked during a chat and restored
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after compaction; an unreadable changed file leaves its last readable version in
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effect with a notice.
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## Ralph loops
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Manually installed standard skills live at
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`~/.agents/skills/<name>/SKILL.md`. DS4Server initially gives the agent each
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valid skill's name, description, and location; the agent reads the full skill
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only when the task matches. These roots are readable but not writable through
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agent file tools. Start a fresh chat after changing the manually installed skill
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set so its prompt and tool roots agree.
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For a bounded task that benefits from repeated autonomous passes, ask the agent
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to use a Ralph loop, for example: “Use a Ralph loop with at most 12 rounds to
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fix and verify this parser.” This is an agent tool, not a slash command or a
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separate view. The normal default is 8 rounds and the allowed range is 1–64.
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### Dev Brain
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Ralph runs in the foreground. Each round receives the same immutable objective
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in a fresh model context, inspects the current project as its source of truth,
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and ends with one structured report. File changes remain on disk between
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rounds, but earlier conversation does not: only the previous validated report,
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applicable workspace instructions, and available skills are handed to the next
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worker. This limits accumulated context while allowing the next round to
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continue, verify, or repair the work.
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Dev Brain is a project-backed Obsidian wiki for durable, source-cited engineering
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knowledge. In **Preferences > Dev Brain**, select an existing vault containing
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`.obsidian`, enable it, and save. Ask the agent to build, refresh, search, or
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validate the wiki. DS4Server manages its contract files and explicitly marked
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topic pages, not Obsidian settings, hidden files, attachments, or unrelated
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notes. Verified pages can support answers; stale or needs-review pages are leads
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that the agent must recheck against project source. Disabling Dev Brain removes
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its tools and guidance without deleting the vault.
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The current chat's model settings and permission mode still apply. Risky shell
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commands and visible browser actions can therefore pause for the usual
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approval. **Stop** cancels the loop and its active work. Ralph also stops when a
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worker reports completion or a blocker, a child round fails, or the round limit
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is reached. Completion is a worker report rather than independent
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certification; review its evidence or ask the parent agent to verify it when
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that distinction matters. Ralph workers cannot start nested Ralph loops.
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## Agent extensions
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## Workspace instructions and standard skills
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**Preferences > Agent Extensions** installs and manages portable Codex plugins:
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DS4Server applies workspace guidance from these locations:
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1. Enter an HTTPS Git repository URL and, optionally, a branch, tag, or commit.
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2. Choose **Install**. The repository must contain
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`.codex-plugin/plugin.json` and provide at least a skills directory or a
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supported lifecycle-hooks manifest.
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3. Inspect the displayed description, source URL, requested ref, resolved
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commit, author, version, skill count, and hook names.
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4. Enable the extension. An extension with command hooks first asks for explicit
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trust. Its programs run with your user permissions even though DS4Server
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invokes them without a shell and limits their environment, runtime, input,
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and output.
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5. Use **Update** to fetch the configured source/ref, disable the toggle to stop
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future use, or **Uninstall** to remove the installed package and its stored
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extension data. Hook failures appear on the extension row.
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- `~/Library/Application Support/de.rfc1437.ds4server/AGENTS.md` applies to all
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projects.
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- `AGENTS.md` in the project root applies to that project.
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- `AGENTS.md` and `AGENTS.local.md` in nested directories apply after the agent
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successfully reads, writes, or edits a file in that part of the project.
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Enable, disable, and update changes apply to subsequent matching hook events.
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A current chat does not retroactively receive a `SessionStart` event. Because a
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chat's native tool roots are initialized for that session, start a fresh chat
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after adding, updating, enabling, or disabling extension skills. An app restart
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is not otherwise required.
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Instructions are ordered from broad to specific. A deeper file takes
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precedence over broader guidance, and `AGENTS.local.md` is the final overlay for
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its directory. DS4Server records additions, changes, and removals during an
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ongoing chat and restores the applicable instruction set after context
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compaction. Files that cannot be read safely produce a context notice; if the
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file was already tracked, its last readable version remains in effect.
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Workspace instructions cannot override system, developer, or direct user
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instructions.
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Extension skills are versioned inside their plugin and are managed with its
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toggle, update, and uninstall actions. They are separate from manually installed
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standard skills under `~/.agents/skills`. Installed packages, per-extension
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data, and `registry.json` live under
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`~/Library/Application Support/de.rfc1437.ds4server/extensions/`.
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Reusable standard skills are discovered from
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`~/.agents/skills/<name>/SKILL.md`. Each `SKILL.md` starts with YAML frontmatter:
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## A2UI interactive surfaces
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```yaml
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---
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name: review-release
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description: Review a release against this project's checklist.
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---
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```
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A2UI is an interactive or graphical response the agent can generate when it is
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more useful than prose. It is not another model and is not a tool you operate
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directly. Enable or disable it in Preferences. Ask for an interactive chart,
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table, form, map, or other surface, then open the **A2UI** view (`⌘2`) if the app
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does not switch there automatically.
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The directory name must match `name`; names use lowercase letters, digits, and
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single hyphens. DS4Server initially gives the agent only each valid skill's
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name, description, and path. When a task matches, the agent reads the complete
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file and any needed resources from that skill directory. Standard skill files
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are readable but not writable through agent tools. Install only skills you
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trust, place them manually before starting a chat, and start a new chat after
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changing the installed set. There is currently no built-in skill installer or
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extension marketplace.
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Buttons can send events back to the agent. Text fields, checkboxes, sliders,
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date/time inputs, and choice pickers update the surface's data. Tabs and modals
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organize content. Previous and next actions navigate saved surface history;
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**Dismiss** removes the current saved surface after confirmation. Ordinary model
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prose remains in the Chat transcript. Video and audio controls open native
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playback windows.
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## Dev Brain
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The embedded catalog currently supports:
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Dev Brain is a project-backed wiki for durable engineering knowledge. It lets
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the coding agent compile architecture, behavior, decisions, invariants,
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workflows, and relationships once, then retrieve that verified context in later
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chats. Registered projects remain authoritative; Dev Brain is not a general
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memory store and never replaces checking changed source code.
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- Content: Markdown/text, images and avatars, icons, video, audio, and dividers.
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- Layout: rows, columns, lists, cards, modals, and tabs.
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- Controls: buttons, text fields, checkboxes, sliders, date/time inputs, and
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single- or multiple-choice pickers.
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- Visual and research components: bar, line, area, stacked-bar, pie, donut, and
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heatmap charts; tables; metrics; timelines; maps; mind maps; and forms.
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To set it up:
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## The rest of the app
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1. Create or choose a dedicated Obsidian vault. The folder must already contain
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**.obsidian**.
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2. Open **Preferences > Dev Brain**, choose the vault, enable Dev Brain, and
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save.
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3. In a project chat, ask the agent to build or refresh Dev Brain. Tell it the
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questions and areas that matter most so it can maintain **purpose.md** and
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compile a small set of useful topic pages instead of summarizing every file.
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### Models and preferences
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Useful requests include “Build Dev Brain for these projects,” “Refresh Dev
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Brain after my recent changes,” “What does Dev Brain know about the cache
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invariants?”, and “Check the wiki, then verify this against the source.” The
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agent gets the real vault folder from Dev Brain, then uses its normal list,
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read, search, write, and edit tools on the Markdown. A dedicated validation tool
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checks the result and refreshes the disposable local SQLite search index.
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**Model Manager** downloads, resumes, verifies, and removes managed model and
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acceleration artifacts. Removing an artifact does not remove projects or chats.
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Preferences select the active model and its default thinking profile. Generation
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values are stored per model and thinking mode; acceleration and SSD settings are
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stored per model; the custom system prompt is shared across profiles. Other
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sections control A2UI, permission defaults, endpoint settings, Git diff display,
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Dev Brain, extensions, checkpoint storage, and diagnostics.
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The vault remains ordinary Obsidian Markdown:
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### Main views, sidebar, and branches
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- **purpose.md** records its scope, priorities, and recurring questions.
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- **schema.md** is the detailed contract the agent follows when maintaining it.
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- **index.md** is a generated catalog of every managed topic page.
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- **log.md** is an append-only history of material updates.
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- Topic pages live under **projects/**, **subsystems/**, **concepts/**,
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**decisions/**, **invariants/**, and **workflows/** as needed.
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**Chat** shows the conversation, **A2UI** shows interactive surfaces, **Git**
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shows the current worktree, and **Stats** reports model, generation, HTTP, SSD,
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and KV-cache activity. **View > Show Sidebar** (`⌘B`) hides or restores the
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project sidebar. The composer status shows the active project and its local Git
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branch. Branch switching is available while that project's chats are idle.
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Every topic cites exact project files and a Git revision or content hash.
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**Verified** pages may support answers. **Stale** pages are navigation leads
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whose evidence changed, and **needs-review** pages contain visible uncertainty;
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the agent must recheck project sources before relying on either. After editing,
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the agent runs validation. Unsafe paths and invalid page structure or provenance
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are errors to repair in place. Broken links are reported as warnings: the valid
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page stays on disk, so the agent can make a small edit or create the missing
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page without regenerating its work. Validation rebuilds **index.md**
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deterministically instead of asking the model to keep it synchronized.
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### Git
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DS4Server may modify only the four contract files and topic pages explicitly
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marked as Dev Brain-managed. Standard agent file tools can access the vault but
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cannot modify Obsidian settings, hidden files, or unrelated notes. You can
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||||
inspect, edit, link, and version the managed Markdown normally; invalid manual
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edits are reported rather than silently trusted. Disabling Dev Brain removes its
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folder, search, and validation guidance from the built-in coding agent without
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deleting the vault.
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The Git view separates staged and worktree changes. Select files to stage,
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||||
unstage, or commit; selecting a file opens a colored unified or side-by-side
|
||||
diff. Committing with no selected or staged files asks before staging and
|
||||
committing every change. Fetch, pull, and push use the `origin` remote and report
|
||||
authentication, hook, conflict, and other Git errors.
|
||||
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||||
## Views and sidebar
|
||||
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||||
Use **View > Show Sidebar** (`⌘B`) to hide or restore the project sidebar. The
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||||
Chat view shows the transcript, A2UI shows the latest interactive surface, and
|
||||
Stats reports model, generation, HTTP, SSD, and KV-cache activity.
|
||||
|
||||
## Local HTTP endpoint
|
||||
### Local API
|
||||
|
||||
Preferences can enable an OpenAI- and Anthropic-compatible endpoint on
|
||||
`127.0.0.1` (port `4000` by default). Endpoint conversations are owned by their
|
||||
client and do not appear in the project sidebar. CORS is off by default and
|
||||
should only be enabled for trusted local browser clients.
|
||||
`127.0.0.1`, port `4000` by default. Endpoint conversations belong to their
|
||||
client and do not appear in the sidebar. CORS is off by default; enable it only
|
||||
for trusted browser clients on this Mac. Saving changed endpoint settings
|
||||
restarts the local listener.
|
||||
|
||||
## Data and recovery
|
||||
### Data and recovery
|
||||
|
||||
Application data is stored under `~/Library/Application Support/de.rfc1437.ds4server/`.
|
||||
Deleting a project from DS4Server removes its saved sessions and checkpoints,
|
||||
but never deletes the referenced project folder. Deleting a session removes its
|
||||
transcript and checkpoint permanently.
|
||||
Application data is under
|
||||
`~/Library/Application Support/de.rfc1437.ds4server/`: `config.yaml` stores
|
||||
preferences, `data.sqlite3` stores projects and chats, `models/` stores managed
|
||||
artifacts, `kv-cache/` stores checkpoints and metrics data, `extensions/` stores
|
||||
plugins, and `browser/` stores the agent browser profile. Project source remains
|
||||
where you selected it.
|
||||
|
||||
Removing a model can be recovered by downloading or restoring and verifying the
|
||||
same artifact. A context incompatible with changed runtime settings is rebuilt
|
||||
from the saved transcript. Deleted project references, chats, extension data,
|
||||
and their checkpoints are not restored by DS4Server; use your own backup if you
|
||||
need recovery from deletion.
|
||||
|
||||
## Troubleshooting
|
||||
|
||||
- **No model selected or model unavailable:** select a model in Preferences,
|
||||
then download and verify all required artifacts in Model Manager.
|
||||
- **Verification failed:** retry verification or download. DS4Server will not
|
||||
load incomplete or hash-mismatched weights.
|
||||
- **Context is rebuilding:** the saved checkpoint no longer matches current
|
||||
model/runtime settings. Let the transcript prefill finish; messages remain.
|
||||
- **Extension install failed:** use an HTTPS Git URL and verify the repository
|
||||
contains a valid portable plugin manifest plus skills or supported hooks.
|
||||
- **Extension hook failed:** read the error on its Preferences row, repair or
|
||||
update the extension, then retry the matching event. Trust is required before
|
||||
command hooks can run.
|
||||
- **Tool approval denied:** the operation was not run. Send a safer request or
|
||||
repeat it and approve only after checking the command and working directory.
|
||||
- **A2UI is unavailable:** enable A2UI in Preferences and ask the agent for an
|
||||
interactive surface in a new prompt.
|
||||
|
||||
## Keyboard shortcuts
|
||||
|
||||
These are the shortcuts registered by the native DS4Server menu. On Macs whose
|
||||
top row controls brightness or media, use `fn-F1` when macOS requires it;
|
||||
DS4Server does not override the system keyboard mapping.
|
||||
|
||||
| Shortcut | Action |
|
||||
| --- | --- |
|
||||
| `F1` | DS4Server User Guide |
|
||||
| `⌘,` | Preferences |
|
||||
| `⇧⌘M` | Model Manager |
|
||||
| `⌘N` | New Chat |
|
||||
| `⇧⌘S` | Export Chat as Markdown |
|
||||
| `⌘B` | Show or hide the sidebar |
|
||||
| `⌘1` | Chat view |
|
||||
| `⌘2` | A2UI view |
|
||||
| `⌘3` | Git view |
|
||||
| `⌘4` | Stats view |
|
||||
| `⌘Z` | Undo |
|
||||
| `⇧⌘Z` | Redo |
|
||||
| `⌘X` | Cut |
|
||||
| `⌘C` | Copy |
|
||||
| `⌘V` | Paste |
|
||||
| `⌘A` | Select All |
|
||||
| `⌘Q` | Quit DS4Server |
|
||||
|
||||
Reference in New Issue
Block a user