Space-Based AI Computing Feasibility Analysis: Physical Limits, Engineering Constraints, and Commercial Prospects

Sammy Zeng

Paper

• Physically feasible, engineeringly fragile, commercially scenario-dependent. Orbital AI data center TCO is 11.8× that of ground equivalent.
• 物理可行、工程脆弱、商业以场景分层。轨道AI数据中心综合成本是地面同等算力的11.8倍。
• Built a Four-Tier Evidence System (47 parameters) and 10-year TCO model (~$765M/MW); launch costs only 1.8% — PV procurement and orbital lifespan are the true bottlenecks.
• 建立四档证据体系（47项参数）与10年TCO经济模型（约7.65亿美元/兆瓦）；发射成本仅占1.8%，真正瓶颈在光伏采购价与在轨寿命。
• Open-Source Repository
• 开源仓

Anchors and Contracts for Long-Horizon Practice: AC Paradigm V6 Technical Report (TRAE-Tuned)

Sammy Zeng, Dao Wei

Paper

• Establishes the AC Paradigm as the engineering middle layer for long-horizon practice, hardening 13 theoretical conditions into executable structures.
• 将 AC 范式确立为长程实践的工程中间层，将 13 条理论条件固化为可执行结构。
• Introduces GN-004 independent review (“Veil of Ignorance”), seven-anchor state continuity, and subagent orchestration; validated by a 102-hour extreme case.
• 引入 GN-004 无知之幕审查、七锚点状态连续性与 Subagent 调度；经 102 小时极端解题验证。

• Raw Research Repository

  AC Paradigm Components (TRAE-Tuned)

• 原始研究仓

  AC范式组件 (TRAE特调)

Long-Horizon Practice: Structural Lower Bounds Beyond Single-Step Capability

Sammy Zeng, Dao Wei

Paper

• Redefines “long-horizon” by information-set closure; proposes a four-source non-closure framework and three-layer structural lower bounds for continuous execution.
• 以信息集封闭性重定义长程，提出四来源非封闭框架与三层结构下限。
• Serves as the theoretical matrix for the AC Paradigm.
• 作为 AC 范式的理论母体。
• Raw Research Repository
• 原始研究仓

Humanity’s Last Hallucination : A Forensic Audit of the Scientific Insolvency in GPQA and HLE

Sammy Zeng

Paper

• A systematic analysis of GPQA and HLE benchmarks, finding verifiability inconsistencies in evaluation.
• 对 GPQA 和 HLE 基准进行系统化分析，发现评估可验证性存在不一致。
• Curated Case and Reproducible Raw Research Repository
• 精选案例与可复现原始研究仓

Policy Entropy as Order Parameter: Landau Theory Migration for Intelligence Dynamics Framework

Sammy Zeng

Paper

• Proposing Policy Entropy as an order parameter for Intelligence Dynamics, inspired by Landau Theory.
• 受朗道理论启发，提出将策略熵作为智能动力学的序参量。
• Although this study is theoretically driven, the empirical formulas serving as the foundation for its deductions have not been widely validated, thus exhibiting significant limitations.
• 尽管该研究属于理论先行，但推演基石的经验公式未被广泛验证，具有较大的局限性。