Luminarc.ai
Luminarc AI workspace
SSanshray Chada · 8 min read

Say hello to Luminarc

An AI workspace for chatting, tooling, and agents working for you.

Model hubAgent workspaceCreative studio

We built Luminarc because people don't want a simple chat-with-the-model feature; work isn't that simple. Work is a mess: you'll want to jump between models, compare answers side-by-side, generate images and messages, search the web, execute a multi-step process with automated agents, and get the system to continue even when its first attempt doesn't quite hit the mark.

Luminarc brings it all together in a single website: a model hub, creative studio, and agent workspace for turning your prompts into outputs. We'll walk you through what Luminarc does today and its product philosophy.

A single AI workspace, not just a chat box

At the core, Luminarc enables you to:

  • Chat with dozens of models from one interface
  • Generate images and videos alongside text
  • Compare models side-by-side on a single prompt
  • Initiate multi-step "agent" tasks that autonomously continue
  • Use real tools (Gmail, Discord, GitHub, Notion) directly within the workflow
  • Integrate with code, and generate runnable artifacts when output becomes something to ship

Luminarc helps you iterate faster without giving up control.

Model choice, friction-free

Most products force you to commit to a single provider, a single set of tradeoffs, and their "best" model. Luminarc treats models as tools: pick the fastest model to experiment with, the most powerful to verify your answers, the coding model for implementation, and the image model for visuals.

Instead of creating different products and interfaces for each capability, Luminarc keeps a consistent UX, allowing you to change modes without breaking your flow.

Model identities visible

Luminarc makes it obvious who built each model and where they stand relative to others, without turning the interface into a config menu. The idea is to allow users to select the right tool for the right job, without thinking like a system administrator.

Chat for every occasion: from casual to serious

Standard chat

For casual interaction, Luminarc features a high-quality chat interface with fast response streaming, a clear organized history, and a minimalist on-demand model picker.

Compare mode (two models, one prompt)

Sometimes it's not about finding an answer, it's about finding the right answer. Compare mode runs your prompt on two models simultaneously, displaying both outputs side-by-side. Ideal for high-stakes decisions, writing quality comparisons, debugging code and concepts, and identifying the ideal response shape before you commit.

Multi-agent debate (MAD-style)

For more robust reasoning, Luminarc supports a multi-role debate flow that includes an advocate, critic, synthesizer, verifier, and chair, then distills their work into one answer. This helps uncover potential weaknesses and increase accuracy when correctness matters more than speed.

Image generation: a seamless extension of chat

It should be easy to bring images into your workflow. On Luminarc, image outputs appear directly in the chat history. While an image is rendering, Luminarc displays a placeholder that accurately indicates where it will appear, followed by the image fading into existence. If you're interacting with a standard text model and say, "Create a car image," Luminarc can automatically route that one turn to a capable image model (e.g., GPT Image 2), then transition back to your original model for follow-up conversation — all without interrupting your flow.

Agent mode: long-horizon autonomy (with a lifecycle)

While chat is inherently interactive, many tasks should be delegable. Agent mode allows you to submit a single task prompt, initiate it, and have the system execute a sequence of steps until the work is done, or you interrupt it.

  • Multi-agent support: Run multiple agents concurrently
  • Infinite steps: Option for agents to run without explicit length limits
  • "DONE_TASK" completion signal: a clear indicator that the work is finished
  • Session logs: Transparency into each step the agent takes

Agent mode is ideal for research and synthesis, multi-stage writing, workflow tasks that require tool execution, and complex implementation that benefits from sequential iteration.

Advanced orchestration: dynamic routing, swarms, self-healing

Agent operations can be fragile; they often fail with a single model and a single path. Luminarc supports advanced orchestration to increase reliability:

  • Dynamic routing: Draft with one model, verify with a more powerful one, or hand off to a coding model for implementation.
  • Parallel specialist swarms: Split subtasks, run specialists in parallel, merge output via a judge.
  • Self-healing retries: When a provider fails or a stream breaks, retry with a backup provider and simpler logic.

The aim isn't agents that never fail, but agents that continue working despite failures.

Real tools integrated into your workflow

Luminarc goes beyond just text; it integrates with real systems to perform useful actions. It can:

  • Access Gmail to search conversations, draft replies, and initiate sending
  • Integrate with Discord to draft messages to your channels
  • Connect to GitHub to read files, inspect issues/PRs, and propose code changes
  • Utilize Notion to search pages and databases, or create and update content

Tool use is explicitly structured and reviewable; actions appear clearly as part of the logged execution and are traceable. In Agent mode, the tool loop can execute continuously until the work is done.

Code and artifacts: for outputs you can use

Some responses aren't just information to be read; they are artifacts to be shipped. Luminarc's integrated workspace supports code-heavy tasks, turning outputs into runnable artifacts. Code is not treated as plain text, but as something to iterate on and build with — including code-specific generation, structured previews when appropriate, and a seamless transition from concept to deliverable.

Model health and reliability

For real-world use, model reliability isn't abstract — it's operational. Providers may enforce rate limits; gateways may throw 5xx errors; streams can be incomplete. Luminarc considers this a core part of the product. Its aim is to make model performance visible and guide users toward more stable choices when needed.

Designed for real-world use (including mobile)

Luminarc is a modern web application optimized for use on both desktop and mobile. You can even install it on your home screen for quick, app-like access.

What Luminarc is optimizing for

  • Continuity: no need to leave the workspace to complete a basic task.
  • Choice: models are tools, and you should pick the right one for the job.
  • Clarity: autonomous tasks should be visible, inspectable, and interruptible.
  • Real work: tools, artifacts, and multi-step execution are essential.

Try Luminarc at chat.luminarc.ai.