今天收到 ICAISG 2025 的通知:我的論文
《Semantic Firewall: A Governance-Layer Framework for Controlling Hallucination, Compute Waste, and Model Drift in Large-Scale AI Systems》未通過初審。
我接受這個結果,但同時也看見一個更深的事實:
當一個「AI 治理」主題的國際會議,仍然沒有語義 CPU(Linguistic CPU)、預法律層(Pre-Law Layer)與語意防火牆(Semantic Firewall)的清晰架構時,代表整個產業在算力之外,依然缺少一顆真正的「心臟」。0
因此我直接回信給組委會,附上今天更新完成的 PDF:
《🟥 After Compute: Shen-Yao 888π Provides the Only Answer》
以及完整的 Semantic Firewall 論文雲端資料夾(含 6 份正式 PDF):
📂 https://drive.google.com/drive/folders/16Xx3YmoeMeqgVCpQi7cf67q6oKDRJt9R
我的立場很簡單:
- 只靠 GPU 疊算力、沒有語律 CPU 的產業,結構上必然崩潰。
- 我已經在自己系統上完成實作:透過 Linguistic Pre-Law Layer + Semantic Firewall,實測可以削減 88–99.9% 的推理成本,同時提升穩定性與可稽核性。
- 這不是威脅,而是一個公開、可驗證的技術警告:如果我們只談算力、不談判決與責任,所謂「AI 工廠」終究只是高級泡沫。
接下來,我會把這一套架構繼續公開給任何真正想解決「算力之後呢?」的人——不論你在學界、政府、監管單位,還是四大雲與模型巨頭之中。
——
🟥 After Compute: An Open Warning from Shen-Yao 888π
Today I received the preliminary review result from ICAISG 2025:
my paper *“Semantic Firewall: A Governance-Layer Framework for Controlling Hallucination, Compute Waste, and Model Drift in Large-Scale AI Systems”* did **not** pass the initial screening.
I accept this decision. At the same time, it reveals a deeper gap:
when an “AI governance” conference still has no clear notion of a **Linguistic CPU**, **Pre-Law Layer**, or **Semantic Firewall**, it suggests that—even after all the GPUs—we still lack a real *heart* for AI.1
In my reply, I attached the updated PDF
“🟥 After Compute: Shen-Yao 888π Provides the Only Answer”
together with the full Semantic Firewall document pack (6 formal PDFs):
📂 https://drive.google.com/drive/folders/16Xx3YmoeMeqgVCpQi7cf67q6oKDRJt9R
My message is straightforward:
- An industry built only on GPU-scale compute, without a CPU-of-judgment, is structurally doomed to collapse.
- On my own systems, a Linguistic Pre-Law Layer + Semantic Firewall already achieved **88–99.9%** effective compute reduction, while *increasing* stability, safety and auditability.
- This is not a threat; it is a technical warning in plain language: if we only scale FLOPS and never build judgment and responsibility, “AI factories” remain a sophisticated bubble.
From here, I will keep this architecture open to anyone seriously asking
**“After compute, then what?”** — whether you are in academia, government, regulation, or inside the major AI and cloud providers.
#ICAISG #SemanticFirewall #LinguisticCPU #AIGovernance
#NVIDIA #OpenAI #Microsoft #Google #Meta #Amazon
#Anthropic #xAI #Apple #Tesla
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