Mercury 3
Inception's diffusion language model provides long-context text generation, adjustable reasoning, tool calling and structured outputs through an API.
Microsoft's coding model supports agentic development in GitHub Copilot and downloadable local inference on high-memory hardware.
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MAI-Code-1.1-Flash is Microsoft's coding model for everyday engineering and agentic development. It can plan implementation work, generate code and work from visual references such as screenshots or UI mockups. Microsoft custom-trained it for GitHub Copilot integration in VS Code and Copilot CLI.
Microsoft also offers a downloadable local version with 3-bit quantization and a 256K context window. This route suits developers evaluating on-device coding on high-memory hardware. Experimental local integration in Copilot was announced for the end of October, so availability should be checked before choosing that workflow.
Plan and reason through development tasks, progressing from an implementation request toward code changes.
Microsoft describes generating code from screenshots, diagrams, designs and UI mockups.
Assist with coding across multiple programming languages, frameworks and ecosystems.
The downloadable model uses 3-bit quantization while retaining a 256K context window.
Use coding assistance to turn a scoped feature request into proposed changes.
Use a design or screenshot as a reference for an initial implementation.
Assess whether on-device coding fits available hardware and development workflows.
Local model calls have no per-inference charges. Copilot has separate free and paid plans; model access depends on the plan, client and organization settings.
Check current pricing ↗GitHub lists it as generally available. Actual access depends on the client, plan and organization settings.
No. The no-charge statement covers local model calls. Copilot access remains subject to its separate plan terms.
Yes, for the IDE workflow: use an active Copilot plan, install the extension and sign in to GitHub. Model access remains subject to availability.