Local-first learning mode: cross-session learning threads with per-source explanations.

Code-first React and TypeScript task apps rendered inline, in Canvas, full screen, or on localhost, with interaction state available to later agent turns and approval-gated MCP and API access.

Local security audit: config, plugin origins, sessions, network exposure — read-only redacted risk report.

External vision plugin for DeepSeek Harness: whale-button config panel, image recognition with auto-reply, and agent screenshot/recognize tools.

Pair a second model that passively reviews each turn and injects notes.

Context injection audit: token costs of instruction chains / skill catalogs / tool schemas, duplicate and conflict detection.

OpenMAIC: classrooms, slides, interactive widgets, and Socratic teaching.

Fixes the bug where your account can't lose money while you code.

Design-aesthetics skill pack (10 styles: dark SaaS, minimal white, neumorphism, brutalism, glassmorphism, Japanese minimal, bento grid, cyberpunk, vaporwave, art deco) with runnable landing-page demos: tokens, component rules, forbidden lists, and acceptance checklists per style.

Self-evolution: the agent hot-mounts/removes persistent plugins on itself mid-session.

Condition-driven wakeup: durable file/command/http/process/webhook watches that wake the agent.

One shell tool for PowerShell / Git Bash / WSL on Windows plus an interactive PTY terminal; the default terminal is chosen by the user in DSH settings.

One-click prompt enhancement: an independent LLM call rewrites your rough draft in the composer, fully undoable.

DSH pet, on the desktop!

Background task status bar: progress plus live output tail on the chat page.

Real-time outline panel for the DSH Web session page: user questions plus a Markdown heading tree (H1–H6) that updates live during streaming, with click-to-locate highlighting, expand-depth control, search, and per-session favorites.

Fills in the Web UI's missing IDE workbench: resizable chat / editor / files-and-Git columns in Conversation, multi-tab file editing with save and new-file, workspace Terminal, a file tree with name filter and open-in-external-editor, SCM (stage/commit/push/pull, branch switch, Git graph, inline diffs), a status bar, and git_* model tools.

Gives text-only models vision: forwards user images to an OpenAI-compatible vision model and shows the descriptions in a Web UI right panel.

Browser automation (Playwright) with a live view, an MCP server exposing DSH agents to any MCP client, and GitHub issue/PR/webhook review tools.

Notifications for four session states, with browser alerts and prompts.

ACP bridge between BitFun and DSH.

Continual self-evolution: versioned, auditable, rollback-safe harness state (prompts, memory, skills, subagent specs) refined from session trajectories, with review gates and hot-reloaded skills.

Cyberpunk 2077 / Night City theme: NC yellow and neon cyan identity, CRT scanlines, Kiroshi hover lock-on, combat-state HUD, synthesized typewriter and message SFX, and hidden easter eggs (relic / johnny).

Live subagent run monitor for the Web UI: a sidebar footer trigger plus a fixed top-right card panel showing each subagent of the current session in real time (running/elapsed, terminal outcomes, tree indent), with one-click jump into the child conversation and a return button, refresh-surviving and mobile-hidden by default.