# Superconductor Blog

> Articles, experiments, and product updates from Superconductor, the multiplayer AI workspace for teams and coding agents.

Every blog post is listed below, newest first. Follow a post's link to read the full article.

## Posts

- [What is Multiplayer AI?](https://www.superconductor.com/blog/multiplayer-ai): 2026-09-09. Multiplayer AI means people on the same team working with the same AI agents, in shared sessions and with shared learnings, instead of each person alone in a private chat.
- [Weekly Changelog: August 30-September 5](https://www.superconductor.com/blog/weekly-changelog-aug-30-sep-5): 2026-09-05. Chats, GPT-6 Astra, Fable 5.1, the Multiplayer AI Manifesto, and more.
- [Launching the Multiplayer AI Manifesto](https://www.superconductor.com/blog/multiplayer-ai-manifesto): 2026-09-04. Five principles for making AI at work fundamentally multiplayer, and the considerations that come with it.
- [Introducing Chats: talk to an agent about your project, without writing code](https://www.superconductor.com/blog/chats): 2026-09-02. Ask an agent questions about your repos, using your project's skills and MCP servers, without creating a ticket.
- [Multiplayer conversation updates: See who's in the session with you](https://www.superconductor.com/blog/multiplayer-presence): 2026-08-31. Avatars, presence dots, and typing indicators make it easy to see which teammates are working alongside you and your agents.
- [Weekly Changelog: August 23-29](https://www.superconductor.com/blog/weekly-changelog-aug-23-29): 2026-08-29. Refreshed agent choices, QA check improvements, and more.
- [Weekly Changelog: August 16-22](https://www.superconductor.com/blog/weekly-changelog-aug-16-22): 2026-08-22. Automation throttles, GLM 5.3, faster agent preparation, and more.
- [Now available: Linear MCP integration](https://www.superconductor.com/blog/linear-mcp-integration): 2026-08-19. Agents in Superconductor can now get context from your Linear issues and projects.
- [Weekly Changelog: August 9-15](https://www.superconductor.com/blog/weekly-changelog-aug-9-15): 2026-08-15. Linear MCP, Grok 4.6, and more.
- [Grok 4.6 joins the Pantheon](https://www.superconductor.com/blog/grok-4-6-joins-the-pantheon): 2026-08-13. Grok 4.6 is great. It's right up there with Opus 4.8/5, Fable 5, and Kimi K3. It's in the Pantheon.
- [Weekly Changelog: August 2-8](https://www.superconductor.com/blog/weekly-changelog-aug-2-8): 2026-08-08. Slack app, Zapier MCP, Artifacts tab, and more.
- [Now available: Zapier MCP integration](https://www.superconductor.com/blog/zapier-mcp-integration): 2026-08-07. Agents can now use the apps you connect through Zapier while they work in Superconductor.
- [Kimi K3 is the best open-weight model on our custom SWE-Bench. It's also the slowest.](https://www.superconductor.com/blog/kimi-k3-benchmark): 2026-08-03. Kimi K3 matches Opus 4.8's quality on our production Rails codebase for about a quarter of the cost, but takes about twice as long per ticket.
- [Weekly Changelog: July 26-August 1](https://www.superconductor.com/blog/weekly-changelog-jul-26-aug-1): 2026-08-01. Teammate status, desktop preview improvements, deeper Recent Activity, and more.
- [Why coding agents belong in remote sandboxes](https://www.superconductor.com/blog/remote-sandboxes-agent-security): 2026-07-30. Remote sandboxes make coding agent work safer, cleaner, and easier to review.
- [Now available: Figma MCP integration](https://www.superconductor.com/blog/figma-mcp-integration): 2026-07-27. Agents can now read your Figma designs while they build UI in Superconductor.
- [Weekly Changelog: July 19-25](https://www.superconductor.com/blog/weekly-changelog-jul-19-25): 2026-07-25. Workspace-level ticket creation, Figma MCP, Claude Opus 5, and more.
- [Preventing agents from cheating on our custom SWE-Bench](https://www.superconductor.com/blog/preventing-agent-cheating): 2026-07-24. Agents recovered benchmark solutions through Git history, the GitHub CLI, and pull requests. We audited the work logs and deployed safeguards against the contamination routes they used.
- [Weekly Changelog: July 12-18](https://www.superconductor.com/blog/weekly-changelog-jul-12-18): 2026-07-18. Kimi K3 in Pi, benchmark improvements, and more.
- [GPT-5.6 lost our coding benchmark. We switched to it anyway](https://www.superconductor.com/blog/gpt-5-6-benchmark): 2026-07-13. GPT-5.6 lost on quality but won on speed, making Sol High our team's new daily driver.
- [Weekly Changelog: July 5-11](https://www.superconductor.com/blog/weekly-changelog-jul-5-11): 2026-07-11. Benchmark improvements, improved network controls, new GPT-5.6 and Grok 4.5 model options, and more.
- [Weekly Changelog: June 28-July 4](https://www.superconductor.com/blog/weekly-changelog-jun-28-jul-4): 2026-07-04. Usage dashboards, Claude Sonnet 5 and Fable 5, connected plan visibility, and more.
- [Cursor agents in Superconductor](https://www.superconductor.com/blog/cursor-agents): 2026-07-02. Add a Cursor API key and launch Cursor agents from Superconductor.
- [Factory Droid agents in Superconductor](https://www.superconductor.com/blog/factory-droid-agents): 2026-07-02. Add a Factory API key and launch Factory Droid agents from Superconductor.
- [Pi agents in Superconductor](https://www.superconductor.com/blog/pi-agents): 2026-07-02. Add an OpenRouter API key and launch Pi agents from Superconductor.
- [Weekly Changelog: June 21-27](https://www.superconductor.com/blog/weekly-changelog-jun-21-27): 2026-06-27. Benchmark heatmaps, Cursor and Factory Droid agents, automations out of beta, and more.
- [Weekly Changelog: June 14-20](https://www.superconductor.com/blog/weekly-changelog-jun-14-20): 2026-06-20. Profile avatars, Notion skill, About Us page, and more.
- [Bring your Notion workspace into Superconductor](https://www.superconductor.com/blog/notion-skill): 2026-06-15. Agents can now search, read, and create pages in your Notion workspace while they work in Superconductor.
- [Automations and Recurring Tasks in Superconductor](https://www.superconductor.com/blog/automations): 2026-06-13. Schedule recurring Superconductor tasks that create tickets, launch implementations, or send follow-up messages.
- [Bring Granola meeting context into Superconductor](https://www.superconductor.com/blog/granola-skill): 2026-06-13. Agents can now search and read your public Granola meeting notes while they work in Superconductor.
- [Weekly Changelog: June 7-13](https://www.superconductor.com/blog/weekly-changelog-jun-7-13): 2026-06-13. Grok Build agents, Granola skill, Automations, and more.
- [Grok Build and Composer agents in Superconductor](https://www.superconductor.com/blog/grok-build-agents): 2026-06-12. Add a Grok API key and launch Grok Build or Composer agents from Superconductor.
- [Introducing: Superconductor desktop app](https://www.superconductor.com/blog/desktop-app): 2026-06-08. Run Superconductor in a dedicated desktop window, with macOS and Linux apps available now.
- [Weekly Changelog: May 31-June 6](https://www.superconductor.com/blog/weekly-changelog-may-31-jun-6): 2026-06-08. Automations, Superconductor desktop apps, Pi agent support, and more.
- [Weekly Changelog: May 24-30](https://www.superconductor.com/blog/weekly-changelog-may-24-30): 2026-06-01. Opus 4.8 support, benchmarking out of beta, and more.
- [Teaching coding agents to debug Rails memory issues with derailed_benchmarks](https://www.superconductor.com/blog/memory-leak-coding-agents): 2026-05-26. We used background coding agents, derailed_benchmarks, and Superconductor itself to reproduce and fix a memory leak.
- [Weekly Changelog: May 17-23](https://www.superconductor.com/blog/weekly-changelog-may-17-23): 2026-05-25. Atlassian Rovo MCP, PRs from Slack, authenticated previews, and more.
- [Now available: Atlassian Rovo MCP integration](https://www.superconductor.com/blog/atlassian-rovo-mcp-integration): 2026-05-21. Agents can now use Jira context while they work in Superconductor.
- [Now available: Better Stack MCP integration](https://www.superconductor.com/blog/betterstack-mcp-integration): 2026-05-21. Agents can now use Better Stack production context while debugging issues in Superconductor.
- [Grok Build is surprisingly competitive on our Personal SWE-Bench](https://www.superconductor.com/blog/grok-build-benchmark): 2026-05-21. We benchmarked xAI's new Grok Build coding agent on our production Rails codebase. It is not the quality leader, but it is fast enough to be useful.
- [Weekly Changelog: May 10-16](https://www.superconductor.com/blog/weekly-changelog-may-10-16): 2026-05-18. New landing page, Better Stack MCP, Automatic Environment Setup live-preview fixes, broader artifact support, and more.
- [Weekly Changelog: May 3-9](https://www.superconductor.com/blog/weekly-changelog-may-3-9): 2026-05-11. QA Review, environment setup secret emails, more reliable agent startup, and more.
- [QA Review: Check agents' work before you review the diff](https://www.superconductor.com/blog/qa-review): 2026-05-05. You can now run a QA agent on an implementation before you spend time reviewing the code.
- [Weekly Changelog: Apr 26 - May 3](https://www.superconductor.com/blog/weekly-changelog-apr-26-may-3): 2026-05-04. Improved Project Settings page, web push notifications, implementations pre-select your default agent, and more.
- [Weekly Changelog: Apr 19-25](https://www.superconductor.com/blog/weekly-changelog-apr-19-25): 2026-04-27. GPT-5.5, default agents for Slack and GitHub, updated OpenCode models, and more.
- [GPT-5.5 is out, and it's the new quality-per-dollar leader](https://www.superconductor.com/blog/gpt-5-5-analysis): 2026-04-24. We benchmarked GPT-5.5 against Claude Opus 4.7, Sonnet 4.6, Gemini 3.1 Pro, Kimi K2.6, GLM 5.1, Qwen3.6 Plus, MiniMax M2.1, and Sourcegraph Amp on a real Rails codebase.
- [Weekly Changelog: Apr 12-18](https://www.superconductor.com/blog/weekly-changelog-apr-12-18): 2026-04-20. Implementation Recommendations (beta), live chat support, Claude Opus 4.7, and more.
- [Implementation Recommendations: Let AI pick the best implementation](https://www.superconductor.com/blog/implementation-recommendations): 2026-04-14. When multiple agents work on the same ticket, the Implementation Recommendations feature automatically compares their work and recommends the best one.
- [Weekly Changelog: Apr 5-11](https://www.superconductor.com/blog/weekly-changelog-apr-5-11): 2026-04-13. Auto-applied dev env setup with live previews, redesigned workspace settings, mobile app improvements, and more.
- [Weekly Changelog: Mar 29 - Apr 4](https://www.superconductor.com/blog/weekly-changelog-mar-29-apr-4): 2026-04-06. Unread message indicators, AI-generated PR descriptions, app preview links in GitHub comments, and more.
- [Weekly Changelog: Mar 23-29](https://www.superconductor.com/blog/weekly-changelog-mar-23-29): 2026-03-30. Workspace switching in the sidebar, upgraded diff viewer, new manual dev env setup options, and more.
- [Weekly Changelog: Mar 16-22](https://www.superconductor.com/blog/weekly-changelog-mar-16-22): 2026-03-23. PostHog MCP integration, competitor comparison docs, custom branch naming, and more.
- [Now available: PostHog MCP integration](https://www.superconductor.com/blog/posthog-mcp-integration): 2026-03-18. Agents can now query your PostHog data to build features informed by real user behavior.
- [We tested 6 cloud agent platforms on the same task: Here's what happened](https://www.superconductor.com/blog/competitor-comparison): 2026-03-17. We compared six cloud agent platforms — Claude Code Web, Codex Web, Cursor Agents, Devin, Jules, and Superconductor — on the same two tickets. Here are the results.
- [Recent Activity sidebar: Keep track of your implementations](https://www.superconductor.com/blog/recent-activity-sidebar): 2026-03-16. Track followed implementations in a workspace from a new sidebar ordered by recent activity.
- [Weekly Changelog: Mar 8-14](https://www.superconductor.com/blog/weekly-changelog-mar-8-14): 2026-03-16. Recent Activity sidebar, breadcrumb navigation, Slack project selection, and more.
- [Weekly Changelog: Mar 1-7](https://www.superconductor.com/blog/weekly-changelog-mar-1-7): 2026-03-09. Automatic environment setup, meeting assistant beta, diff filter for uncommitted changes, and more.
- [Automatic Environment Setup: AI configures your cloud dev env](https://www.superconductor.com/blog/assisted-environment-setup): 2026-03-06. Setting up a cloud dev environment is now automatic with AI-powered setup assistance.
- [Now available: Filter diffs to see uncommitted changes](https://www.superconductor.com/blog/filter-diffs-uncommitted-changes): 2026-03-06. Toggle between full diff and uncommitted changes in any implementation.
- [Introducing Meeting Assistant: Real-time ticket creation from your meetings](https://www.superconductor.com/blog/meeting-assistant): 2026-03-05. Superconductor can now join your video calls and automatically create tickets from the conversation.
- [Live preview pane now shows sandbox startup commands](https://www.superconductor.com/blog/live-preview-startup-commands): 2026-02-25. See what's happening as your sandbox starts up in the live preview pane.
- [Network sandboxing: Set network access rules for coding agents](https://www.superconductor.com/blog/network-sandboxing): 2026-02-18. Control which domains your coding agents can access with granular network sandboxing.
- [GPT-5.3 Codex vs Opus 4.6: We benchmarked both on our production Rails codebase](https://www.superconductor.com/blog/gpt-5-3-codex-vs-opus-4-6-benchmark): 2026-02-06. We built our own SWE-Bench on our production codebase. The results were surprising.
- [Now available: Guided review](https://www.superconductor.com/blog/guided-review): 2026-01-21. Get AI-powered guided code reviews for every implementation.
- [Support for OpenAI premium plans](https://www.superconductor.com/blog/support-for-openai-premium-plans): 2026-01-21. Connect your OpenAI Plus/Pro plan to use with Codex agents.
- [Support for PRs created outside of Superconductor](https://www.superconductor.com/blog/support-for-prs-outside-superconductor): 2026-01-17. Launch live previews and agents for GitHub PRs created outside of Superconductor.
- [Star your favorite projects, tickets, and implementations](https://www.superconductor.com/blog/star-favorites): 2026-01-16. Bookmark important items to always see them at the top of their lists.
- [Generate and understand videos (and more) with Agent Skills](https://www.superconductor.com/blog/agent-skills): 2026-01-14. Enhance your agents with video generation, image creation, text-to-speech, and more.
- [Workspaces: Transforming how teams work with AI](https://www.superconductor.com/blog/workspaces): 2026-01-12. Collaborate with your team and AI agents in one shared space.
- [Ticket Artifacts: See agents' outputs right on the ticket](https://www.superconductor.com/blog/ticket-artifacts): 2025-11-17. Preview agents' artifacts grouped by implementation directly on the ticket view.
- [Agent Benchmarks](https://www.superconductor.com/blog/agent-benchmarks): 2025-10-27. Benchmark different AI coding agents against each other on your own codebase.
- [Now available: Sentry MCP integration](https://www.superconductor.com/blog/sentry-mcp-integration): 2025-10-22. Agents can now query your Sentry account to understand production errors.
- [Now available: iOS app](https://www.superconductor.com/blog/ios-app): 2025-10-15. Start, continue, and finish working with your agents wherever you are.
- [Now available: GitHub integration](https://www.superconductor.com/blog/github-integration): 2025-10-13. Create or update implementations directly from GitHub pull requests.
- [Now available: OpenCode models](https://www.superconductor.com/blog/opencode-models): 2025-10-09. Use OpenCode Zen models alongside Claude Code, Codex, and Amp.
- [Now available: Slack integration](https://www.superconductor.com/blog/slack-integration): 2025-10-08. Mention @Superconductor in Slack to have agents do your bidding.
- [Now available: Artifacts](https://www.superconductor.com/blog/artifacts): 2025-08-01. Agents can now share images and other files with you without checking them into the repo.
- [Now available: Commenting on the diff](https://www.superconductor.com/blog/commenting-on-diff): 2025-07-24. Add comments directly on diff lines for faster iteration with your AI agent.
- [How to make Claude Code use the browser to QA its own work](https://www.superconductor.com/blog/claude-code-browser-qa): 2025-07-23. A quick guide to setting up Playwright MCP for browser-based QA with Claude Code.
- [Why we built Superconductor](https://www.superconductor.com/blog/why-we-built-superconductor): 2025-07-23. The story behind Superconductor — from local worktrees to cloud-powered multi-threaded development.
- [Now available: Web terminal](https://www.superconductor.com/blog/web-terminal): 2025-07-18. Interactively debug issues with a web terminal in the app preview.
- [Now available: Shell Mode in chat](https://www.superconductor.com/blog/shell-mode-chat): 2025-07-09. Use shell commands directly in the chat to interact with your implementation's environment.
- [Anatomy of our CLAUDE.md file](https://www.superconductor.com/blog/anatomy-of-claude-md): 2025-07-07. A breakdown of what makes a great CLAUDE.md file for AI coding agents.
- [Now available: Keyboard shortcuts for navigating between ticket implementations](https://www.superconductor.com/blog/keyboard-shortcuts): 2025-07-07. Use j/k keys to quickly navigate between implementations.
- [Support for Claude premium plans](https://www.superconductor.com/blog/claude-premium-plans): 2025-07-02. Connect your Claude.ai Plus/Pro plan to use with Claude Code agents.