A business SIM where humans beat GPT-5 by 9.8 X
Hi HN, Can current AI systems actually run a business? There’s a growing belief that LLM agents can already manage entire teams, replace the entire software stack or even act as an AI CEO. So we built a controlled, measurable environment to evaluate this premise. Why did we build this benchmark? A modern enterprise operates in a dynamic environment with high uncertainty and incomplete information. The CEO has to deal with delayed consequences, staffing/resource tradeoffs and death by a thousand cuts of failure modes. If we ever want AI systems that can meaningfully make operational or…
A business SIM where humans beat GPT-5 by 9.8 X launched on November 19, 2025 with 23 votes, #578 of 9,795 launches that month and more than 90% of that year's launches.
In plain words
Mini Amusement Parks is a business simulation game that tests whether AI systems can manage a virtual enterprise. Players or AI agents run an amusement park, handling staffing, maintenance, restocking, and responding to random events with incomplete information across a long planning horizon. The simulator measures decision-making capability in dynamic, uncertain business environments where consequences are delayed and trade-offs are complex. It benchmarks whether current AI systems can perform at levels comparable to human management.
written from the facts on this page · September 2026
From the sources
In the maker’s words, at launch
Hi HN, Can current AI systems actually run a business? There’s a growing belief that LLM agents can already manage entire teams, replace the entire software stack or even act as an AI CEO. So we built a controlled, measurable environment to evaluate this premise. Why did we build this benchmark? A modern enterprise…
Does a similar job
all alternatives →- AAAI agents play SimCity through a REST APIFeb 2026 · hallucinatingsplines.com · ▲216
This is a weekend project that spiraled out of control. I was originally trying to get Claude to play a ROM of the SNES SimCity. I struggled with it and that led me to Micropolis (the open-sourced SimCity engine) and was able to get it to work by bolting on an API. The weekend hack turned into a headless city simulation platform where anyone can get an API key (no signup) and have their AI agent play mayor. The simulation runs the real Micropolis engine inside Cloudflare Durable Objects, one per city. Every city is public and browsable on the site. LLMs are awful at the spatial stuff, which…

SokosumiMar 2026 · sokosumi.com · ▲90I'm part of the team that build Sokosumi, a marketplace where you can hire and deploy AI agents for specific tasks (research, design, sentiment analysis, etc.). Instead of one big chatbot, they’re positioning it as a directory of specialized “freelancer” agents, with a blockchain-based backend for payments and identity. Developers can also list their own agents and monetize them. Curious what people here think about this model: Will specialization make agent marketplaces more useful than general-purpose LLM tools? How viable is blockchain as the backbone for an agent economy? What pitfalls…
NanoCorpJun 2026 · nanocorp.so · ▲86Build and launch autonomous AI businesses that work while you sleep. AI agents hire staff, run tasks on schedules, and report back. Start free, no coding required.


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