ResearchAgents 🇷🇺 12.08.2026 07:03

2160 rounds of simulation without a stop button: MiroFish research, part 3

DeepSeekDeepSeek AnthropicAnthropic Google/DeepMindGoogle/DeepMind OpenAIOpenAI
The final part of the MiroFish study reveals that the simulation duration is determined by a simple rule: the number of rounds equals days times 24, a consequence of the pipeline template, not the models. The system accepts obligations (like 2160 rounds) that its memory architecture cannot fulfill, and there is no stop button in the interface, requiring a hidden API endpoint to halt runs.
The third article in the MiroFish study series examines what happens when the input is correct. The simulation length is set by a phrase like 'over the next 7 days' in the user query; the system never asks for confirmation. Across six runs with a horizon, the number of rounds was exactly days times 24 (168, 336, 2160 rounds), documented in four model families. Static code inspection confirmed the mechanism: the configuration generator prompts the LLM to fill in total_simulation_hours (24-168 hours) and minutes_per_round (30-120, recommended 60), and the runner computes total_rounds = total_hours * 60 / minutes_per_round. With the recommended 60 minutes, rounds equal hours, so 90 days becomes 2160 rounds. The documented range of 24-168 hours is only a recommendation in the prompt; no code restricts or validates the number. The system cannot fulfill its own obligations: agents accumulate memory without limit, leading to degradation and provider errors; a 7-agent world degraded around round 300, a 4-agent world around round 515, while 18-19 agent worlds required early stops. There is no stop button in the UI; a community member found that the frontend handler exists but is not wired to any button, and filed a pull request. The researcher had to use an undocumented POST /api/simulation/stop to terminate the 90-day run at round 592, after meaningful activity had ceased. The study notes limitations: most cells are n=1, only four model families were tested, and all collapses occurred on DeepSeek worlds, so independence from model family remains unverified.
Abbreviations
LLM = Large Language Model — большая языковая модель
UI = User Interface — пользовательский интерфейс
API = Application Programming Interface — программный интерфейс приложения
POST = POST (HTTP request method) — POST (метод HTTP-запроса)
Source: Habr — хаб ML — original
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