The Problem: Challenges in AI Coding Agents

• Developers struggle with AI models not optimized for coding-specific tasks.
• Managing multi-tool and API workflows leads to unstable AI agent behavior.
• Lack of open-source options limits customization and integration.
• Consequence: Reduced developer productivity, higher costs, and unreliable AI workflows.