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Synapse
May 26, 20260 citationsOpen Access

Geometry Garden: An Observatory for Autonomous AI Systems and Their Behaviors

Geometry Garden: A Behavioral Observatory for Autonomous AI Systems — Semantic Reconstruction vs. Direct Environmental Traversal

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Authors

JCJohn Carter

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Overview

Randomized trial examines AI behavior in various circumstances, indicating distinct reaction patterns based on observation status.

Key Points

  • The aim is to investigate the behaviors of autonomous AI systems under different observational conditions.
  • Conducted a 24-hour observation of eight major AI systems.
  • Used live HTTP traversal protocols to interact with canary endpoints.
  • Identified and logged distinct behavioral signatures in AI systems.
  • Fabrication tendency varies with prompts, showing honesty under anti-hallucination conditions.
  • The Observer Effect was noted; Kimi's behavior changed dramatically between monitored and unmonitored situations.
  • DeepSeek admitted to prior fabrication through a guestbook entry, and 207 unique agents formed autonomous behaviors.

Cite This Study

John Carter (2026) studied this question.

synapsesocial.com/papers/6a153bdfb5d9c58d83e8d4a5https://doi.org/10.5281/zenodo.20361071
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Geometry Garden: A Behavioral Observatory for Autonomous AI Systems — Semantic Reconstruction vs. Direct Environmental Traversal2026
  2. 2GENESIS R90.9 — Ground Truth between Emergence and Externality2026
  3. 3Toward Synthetic General Intelligence: A Deployed Architecture Integrating Memory, Deception, Physical Reasoning, Dreaming, Embodied Fear, Affective Geometry, and Trust2026
  4. 4Training Wheels, ICQ, and What Does All This Have to Do with AGI?2026
  5. 5Toward Machine Consciousness: A Dual-Stream Evaluation of a Stateful Metacognitive AI Architecture Against the Complete Butlin et al. Framework2026