Show HN: Tako AI – Agent for Okta With Natural language (zero hallucination) (github.com)

Tako AI, developed by the Fctr Identity team (unaffiliated with Okta), has launched its v2.0 as an autonomous AI engineer specifically for Okta integration. By utilizing a multi-agent collaborative system, Tako v2.0 dramatically reduces AI operational costs by 50-70% while minimizing hallucinations—imprecise or incorrect outputs common in AI systems. This is achieved through a new architecture that features specialized agents for various tasks, ensuring deterministic, production-ready results. The platform also introduces improved functionalities such as natural language queries, quick script generation, and enhanced security protocols for reliable data handling. This release is significant for the AI/ML community as it showcases the practical application of the ReAct (Reason and Act) pattern in improving efficiency and effectiveness in system integration tasks, particularly within enterprise environments. Tako's ability to self-correct errors and validate API parameters in real-time empowers IT teams, security analysts, and helpdesk personnel to automate complex processes with minimal supervision. Furthermore, the reduced need for API calls—now down to 50 instead of over 1000—positions Tako as a scalable solution capable of handling operations efficiently for large user bases, reinforcing its role in advancing operational automation in enterprise settings.