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Casual Desktop v0.0.6 Jul 5, 2026

v0.0.6 — an on-device AI that actually does the work

The AI release. Both editors gain a genuinely agentic assistant that plans, edits, and reviews multi-step tasks — running on a local model on your own machine, so your documents never leave it. Plus real Model Context Protocol support to plug in external tools, and a batch of reliability and polish fixes. Installs in place over v0.0.5 via signed auto-update.

Casual Desktop already ran the Casual Docs and Casual Sheets editors natively, offline. v0.0.6 makes the AI worth using: it’s agentic — it breaks your goal into steps, carries them out with real editing tools, and checks its own work — and it runs on a local model on your machine, so nothing is sent to the cloud unless you explicitly configure it.

Added

  • Agentic AI in both editors. Ask the assistant for something multi-step — “make the introduction more formal and add a conclusion” — and it plans the sub-tasks, executes each with the document/spreadsheet tools, and reviews the result. A live plan shows each step as it runs. Toggle between Agent and plain Chat in the AI panel.
  • On-device by default. The agent runs against a local model (llama.cpp) you load once. Your document is never sent to a remote provider unless you set one up on purpose — and if the local model stops, the app tells you instead of silently falling back to the cloud.
  • Real Model Context Protocol (MCP). Connect external MCP servers from the AI panel and their tools join the assistant automatically — the same open protocol Claude Desktop and other agents speak.
  • Formatting-preserving edits. “Ask AI” rewrites keep your headings, bold / italic, tables, and lists intact instead of flattening a selection into plain text.

Fixed

  • Your documents stay on your device. Removed a path where a crashed local model could silently forward document text to a cloud API.
  • Reliability under the hood. The local inference worker no longer aborts on oversized prompts (it reports a clear limit), on unusual tokens, or on multibyte text (CJK / emoji now render correctly).
  • Spreadsheet data quality. AI-written numbers are stored as numbers, not text — so SUM and other formulas keep working.
  • Window opens maximized on launch instead of a small window with the desktop showing around it.
  • AI panel polish. Clearer errors (“your key was rejected” instead of a bare code), a Stop button to cancel a running task, a “thinking” indicator, Clear-conversation and Remove-key controls, and assorted accessibility fixes.

Notes

Still update-signed, not OS-code-signed — see the install notes on the download page for first-launch steps per OS. Auto-update stays opt-out under Settings. The local AI model is downloaded once from within the app.