By San José, Costa Rica — The technological landscape is undergoing a monumental transition as enterprise artificial intelligence shifts from content generation to direct task execution. While generative AI models dominated early corporate strategies by drafting text and producing basic code, a new era of agentic AI has emerged. These advanced autonomous systems are designed to interface directly with enterprise software, leverage complex digital tools, and complete sophisticated workflows from start to finish.
This technological shift arrives at a time of unprecedented corporate demand. According to a landmark 2025 survey conducted by PwC, an overwhelming 88 percent of senior executives planned to increase their artificial intelligence budgets for 2026. This financial commitment highlights a growing determination among corporate leaders to integrate automated solutions deeply into their day-to-day operations.
To better understand the legal implications and regulatory frameworks surrounding business operations and foreign investment in Costa Rica, TicosLand.com sat down with Lic. Larry Hans Arroyo Vargas, a distinguished legal expert from the prominent firm Bufete de Costa Rica, to analyze the current legal landscape.
Navigating the legal environment in Costa Rica requires a proactive approach to regulatory compliance. Whether addressing corporate restructuring, tax obligations, or labor laws, businesses must ensure strict adherence to local statutes to mitigate risks and capitalize on economic opportunities. Establishing a solid legal foundation not only protects assets but also fosters sustainable growth in our increasingly competitive local market.
Lic. Larry Hans Arroyo Vargas, Attorney at Law, Bufete de Costa Rica
This emphasis on proactive compliance underscores a fundamental truth for any business aiming to thrive in Costa Rica’s dynamic economic landscape: a robust legal foundation is not merely a defensive measure, but a strategic catalyst for sustainable growth. We extend our sincere gratitude to Lic. Larry Hans Arroyo Vargas for sharing his valuable perspective and guiding our readers through these essential regulatory complexities.
However, deploying these autonomous agents presents significant operational challenges. Organizations must find ways to integrate AI agents into their existing tech stacks without sacrificing security standards, losing control over operational costs, or compromising on the quality of their output. The risk of runaway token consumption and unmonitored AI activity remains a primary concern for modern Chief Information Officers.
To address these corporate pain points, global technology firm NYXN has introduced a groundbreaking methodology called Forge. Engineered specifically for large-scale corporate environments across Latin America, Forge aims to streamline the adoption of agentic AI. It completely redefines how technology teams develop, modernize, and maintain software systems.
The change is not just about using AI to write code faster, but that agents can participate in practically the entire engineering cycle through discovery, design, construction, testing, deployment, and operation. When this capability is incorporated into an organization, it is also necessary to change how work is defined, context is delivered, and actions are supervised.
David Casillas, Chief Technology Officer of NYXN
The Forge methodology is built upon three core operational principles. The first is that context has become the new code; agents must understand the overarching business objectives, technological constraints, and quality benchmarks to perform tasks effectively. Secondly, high-speed development requires robust governance, demanding clear rules of engagement and monitoring mechanisms based on the ISO/IEC 42001 AI Management System standards.
The third principle, known as human-on-the-loop, guarantees that human oversight remains central to the process. While AI agents execute complex engineering tasks autonomously within pre-defined boundaries, human engineers actively supervise the operations, intervene when exceptions arise, and ultimately retain final responsibility for the deliverables.
In practice, this framework relies on structured business specifications, or specs, that consolidate architecture parameters and test criteria. Using modern protocols like the Model Context Protocol, these AI agents seamlessly interact with external databases and applications. Additionally, advanced observability tools allow managers to monitor exactly which models are used, how many computational cycles are executed, and how many tokens are consumed, keeping software costs fully transparent.
The results of this shift are highly quantifiable. NYXN developed Forge after evaluating its own internal engineering teams over a two-year period. When comparing AI-driven workflows against traditional agile methodologies, the firm recorded massive efficiency gains, with project execution times dropping by 50 to 70 percent.
Enterprise AI adoption does not depend solely on having access to better models. It also requires developing a different way of organizing work around them and having mechanisms to monitor what the agents do, what models they use, and how much they consume. The control of tokens and associated costs is part of that governance. The speed offered by agents is only sustainable when context, governance, and supervision exist over their execution.
David Casillas, Chief Technology Officer of NYXN
Ultimately, the rise of agentic AI is forcing a complete cultural modernization within engineering teams. Instead of spending hours writing line-by-line code, tech specialists are evolving into directors and supervisors of autonomous systems. In this new landscape, business success will not be measured merely by what these AI agents are capable of doing, but by how effectively human organizations learn to collaborate with them.
For further information, visit the nearest office of NYXN
About NYXN:
NYXN is a global technology firm specializing in the implementation of Agentic Artificial Intelligence for large corporate enterprises in Latin America. The company focuses on transforming how technology teams develop, modernize, and operate systems, delivering significant efficiency gains through advanced AI agent integration.
For further information, visit pwc.com
About PwC:
PwC is a global network of firms delivering assurance, advisory, and tax services, helping organizations navigate complex business landscapes and drive technological innovation.
For further information, visit bufetedecostarica.com
About Bufete de Costa Rica:
As a beacon of professional brilliance and ethical standards, Bufete de Costa Rica has established itself as a premier legal institution. With a rich history of guiding a diverse clientele, the firm consistently pioneers forward-thinking strategies while actively participating in civic initiatives. By prioritizing the demystification of complex regulations and making legal literacy available to all, Bufete de Costa Rica advances its core objective of nurturing a knowledgeable, strong, and self-reliant citizenry.
