Step 3.7 Flash vs kuku
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 kuku leads with 552 upvotes
Flash-speed agents model that can see and act
Step 3.7 Flash is an open-source, high-performance AI agent designed for real-world applications that require speed, vision, and multi-modal capabilities. Built on an Apache 2.0 licensed Flash model, it integrates vision processing, coding, search, and tool utilization within a single framework. Capable of handling up to 400 transactions per second and supporting a substantial 256K context window, it is tailored for developers and AI practitioners seeking rapid, responsive AI agents that can see, analyze, and act in complex environments. Its active 11 billion parameters enable sophisticated decision-making and task execution, making it suitable for real-time automation, robotics, and advanced AI research. The open-weight nature of the model invites community contributions and customization, fostering innovation and adaptability in AI deployments.
Pros
- High processing speed with up to 400 TPS
- Supports a large 256K context window for complex tasks
- Combines vision, coding, search, and tool use in one model
- Open-source with open-weight architecture for customization
- Designed for real-world agent deployment
Cons
- May require advanced technical knowledge to implement and customize
- Lacks a built-in user interface or ready-to-use application
- Limited visibility and user feedback on the platform currently
Best for
- • Real-time automation and robotics applications
- • Complex AI agents for search and data analysis
- • Multi-modal AI systems combining vision and language
- • Rapid prototyping of intelligent agents for development projects
Pricing: Likely free and open-source, given its Apache 2.0 license and open-weight model, with potential costs related to hosting, customization, and support.
Obsidian — but a lot has changed
Kuku is a native, local-first markdown editor designed for macOS users who prioritize privacy, speed, and flexibility. Built with Tauri instead of Electron, it offers a lightweight, offline-capable experience where notes are stored as plain markdown files, supporting wikilinks, backlinks, and visual graph views. Its standout feature is an integrated AI agent that not only chats but actively searches, edits, and links files, presenting changes with Cursor-style diffs for transparent review. This combination of traditional note-taking with AI-driven enhancements makes Kuku ideal for writers, researchers, and productivity enthusiasts seeking a seamless, privacy-focused environment. Its offline-first design ensures data security and quick access, while its modern UI and robust features offer an Obsidian-like experience minus the bloat and cloud dependencies.
Pros
- Native macOS app built with Tauri for improved speed and stability
- Offline-first with no reliance on cloud storage, ensuring privacy
- Integrated AI agent that searches, edits, and links files intelligently
- Supports markdown with wikilinks, backlinks, and graph view features
- Transparent change tracking with Cursor-style diffs
Cons
- Limited to macOS, no Windows or Linux versions currently
- Still a relatively new tool, with a smaller community compared to established options
- May require some learning curve for users unfamiliar with markdown or AI integrations
Best for
- • Knowledge management and personal wiki building
- • Research note organization with advanced linking and graph views
- • Creative writing and drafting with AI-assisted editing
- • Offline note-taking for privacy-conscious users
Pricing: Likely operates on a freemium model with core features available for free, and premium features or AI capabilities offered via paid plans, though specific pricing details are not publicly confirmed.