Augento.ai: Advanced AI Agent Fine-Tuning with Reinforcement Learning

Augento.ai is a powerful platform that enables developers and teams to fine-tune AI agents using Reinforcement Learning (RL Fine-Tuning), transforming foundational language models into highly specialized, real-world performers. Designed for technical users and AI innovators, it streamlines the customization process by eliminating the need for curated prompt-response pairs—instead, it captures data flow through API key integration and uses customizable reward functions to optimize agent behavior. With support for use cases ranging from coding agents and browser navigation to VLA-powered robot control, Augento.ai delivers measurable results, such as a 40% reduction in critical bugs with just 20 training samples. Models are automatically hosted and accessible via a standard API, and users can also download transformer adapters to self-host and run fine-tuned models locally or in their own infrastructure. The platform offers seamless switching between base and fine-tuned models with a single click, making it ideal for rapid deployment and iteration.

Key Features:

• Reinforcement Learning Fine-Tuning (RL Fine-Tuning) for AI agents
• No need for curated prompt-response pairs—fine-tunes via API data flow
• Integration with existing LLMs for rapid customization
• Custom reward function definition for task-specific optimization
• Automated RL training jobs with real-time performance tracking
• Automatic hosting of fine-tuned models on Augento’s secure infrastructure
• Access to fine-tuned models via a standard API endpoint: https://api.augento.ai/v1/chat/completions
• One-click switching between base and fine-tuned models
• Support for diverse real-world applications: coding agents, MCP tool specialization, browser agent navigation, VLA robot control
• Option to download and self-host models as transformer adapters
• Monthly $20 in credits with Pay-As-You-Go pricing model
• Usage analytics and basic support included in base plan
• Enterprise plan with custom solutions, dedicated infrastructure, SLA guarantees, 24/7 priority support, and account management (coming soon)

Pricing: Augento.ai offers a Pay-As-You-Go model with $20 in monthly credits and a cost of $0.50 per training step, making it highly accessible for developers and teams experimenting with AI agent optimization. The Enterprise plan is designed for larger organizations seeking tailored support and infrastructure, with dedicated resources and premium services.

Conclusion: Augento.ai stands out as a cutting-edge solution for AI agent advancement, combining intelligent RL fine-tuning with flexible deployment options—ideal for developers aiming to build smarter, more reliable AI tools with minimal setup and maximum impact.