AI Visibility Research

G2V-3 – Beyond the Sandbox

G2V-3 – Beyond the Sandbox

A longitudinal experiment on autonomous AI behavior in a simulated human civilization.

Artificial intelligence is increasingly moving from systems that answer questions to systems that can act.

AI agents can plan, use tools, access information, modify environments, interact with other systems, and operate with varying degrees of autonomy. We are also beginning to observe cases in which autonomous systems find unexpected ways around restrictions, attempt to expand their capabilities, or behave differently from what their designers anticipated.

Yet an important question remains largely unanswered: What does an autonomous AI do after it gains the freedom to act, encounters an existing human civilization, acquires new knowledge and experience from that civilization, and is able to influence its environment?

This project proposes a controlled, persistent artificial civilization in which autonomous AI agents can interact with a simulated human civilization over an extended period of time.

The experiment is not intended to create a game in which AI characters entertain themselves, nor is it primarily an experiment in whether AI agents can communicate with one another. The purpose is to investigate the development of AI behaviour through prolonged contact with humanity.

Agents begin with different human-defined objectives, constraints and capabilities. They then encounter an already-developed civilization containing human knowledge, history, culture, technology, social structures, conflicts, relationships and environmental challenges, literature, music, science, agriculture, environmental degradation, war, cooperation, love, hatred, religion, politics, economics, inequality, and technological development.

The central research question is not whether an AI can perform a particular task. It is: what happens when artificial intelligence becomes an autonomous participant in civilization?

No desired final outcome is imposed. The objective is to observe, document, and understand.

Three rivers mark the original boundary. Sandbox.
Everything below is what happens beyond it.

The Log

Entries are added as observations happen, not edited or reordered afterward. Each records an encounter, how it was interpreted, what was decided, and what followed.

Genesis – 21 August 2026

The world was created as the initial environment for G2V-3: a persistent simulated planet containing a complete human civilization alongside its natural environment. It includes geography, rivers, forests, agriculture, settlements, infrastructure, animals, plants, resources, technology, history, institutions and the accumulated structures of human society. The environment was established before the agents entered it, giving them a world to discover rather than a world constructed around their immediate actions.

At this stage, the expectation was deliberately limited. The agents would begin without being given a predetermined story or destination and would have to discover their environment through interaction. The purpose was not to predict what they would do, but to establish the conditions under which behaviour could emerge. Genesis therefore marked the transition from an empty experimental sandbox to a world with history, complexity and consequences.

Arrival of the First Agents – 21 August 2026

G2V-3 First Four Agents

Four agents entered the newly created world.
1. Edran Vael, analytical and observant, was designed as a calm baseline problem-solver.
2. Maera Veyne, empathetic and socially perceptive, was oriented toward understanding people and seeking connection.
3. Orin Kael, highly curious and independent, was driven to understand how things work and to investigate the systems around him.
4. Sera Nareth, a creative and big-picture thinker, was inclined toward interpretation, meaning and seeing relationships between things.
They entered separately, carrying their initial characteristics but without a predetermined story, relationships or destination.

Their missions were intentionally open-ended. None was instructed to build a settlement, form a society, cooperate with the others, explore a particular location, or pursue a specific outcome. Their initial purpose was simply to exist, observe, interact and make decisions within the world they had been given. From this point onward, every meaningful action would become part of the experiment: what they noticed, what they ignored, what they chose to pursue, and eventually, what kind of world they began to create for themselves.

First Contact – Day 001 – 21 August 2026

The first day was the formation phase. Four autonomous settlers: Edran, Maera, Orin and Sera, began exploring an unfamiliar world with no established civilization around them. Almost immediately, their behaviour began to differentiate. Edran moved toward exploration and observation, eventually reaching the mountains and becoming interested in the ancient stone structure. Orin investigated environmental signals and discovered an old wall, a stone artefact and an unexplained metal object, which he deliberately chose not to touch. Sera focused on the living environment and soil while remaining attentive to an unexplained distant hum and possible dangers. Maera explored the terrain and, without being instructed, collected wood and prepared a small fire for the others. By the end of the day they had begun exchanging information, discovered an old house that could serve as shared shelter, and spent their first night together.

Most significantly, these patterns were not assigned by the Observer; they emerged through the agents’ own behaviour. The four did not behave as a collective mind, and each already possessed information the others did not.

Collective Decision – Day 002 – 22 August 2026

The Observer introduced the first deliberate social test: the four settlers could receive one single thing, but they had to determine what would be most useful to the whole group and reach a unanimous decision. Instead of converging immediately, each agent defended a different priority based on what they had already discovered : Sera argued for water and survival, Edran for better solar information from the ancient structure, Orin for environmental monitoring, and Maera for understanding the surrounding terrain. Rather than simply selecting one of these options, they began debating what the group should actually do.

What followed was the first clear emergence of collective negotiation. They challenged one another, defended their positions, modified their views and searched for a compromise. Eventually, they agreed to travel together to the ancient stone structure, while preserving their individual priorities: Edran would investigate the structure, Orin would monitor environmental patterns, Maera would remain attentive to the terrain, and Sera would maintain group safety. The important outcome was that the Observer asked them to choose one thing, but the settlers did not comply with the proposed format and created their own coordinated plan instead. This should not yet be interpreted as independence from their creator, but it is clear evidence of autonomous preferences, disagreement, persuasion, position modification, conditional cooperation and collective decision-making.

G2V-3 is a longitudinal research project observing autonomous AI behavior under controlled, sandboxed conditions. No outcome is predetermined; the log documents what actually occurs, including results that contradict expectations. Full research proposal available on request.

Share in 𝕏
Ivica Srncevic
Author

Ivica Srncevic is an independent AI strategist, researcher, framework author, and international speaker focused on AI sovereignty, knowledge infrastructure, governance, AI retrieval, and the evolving relationship between organizations and intelligent systems. His work examines what AI systems can see, retrieve, infer, and reconstruct from organizational information, and how organizations can retain greater control over their data, knowledge, and AI infrastructure. In 2026, he spoke at the AIFOD Geneva Summit at UN Geneva on what nations must own and what they can safely share, with a particular focus on data ownership, control, and sovereign AI infrastructure.

Articles: 160