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research#architecture📝 BlogAnalyzed: Jan 21, 2026 09:15

Reimagining Software Architecture: MVC's Evolution in the AI Era

Published:Jan 21, 2026 09:00
1 min read
Zenn AI

Analysis

This article explores the exciting adaptation of software architecture in response to the rise of AI-driven code generation. It highlights the need to rethink where probabilistic logic generated by AI should reside, paving the way for more dynamic and efficient systems. This innovative approach promises to revolutionize how we build and maintain software in the age of AI.
Reference

“The problem isn't the quality of MVC or DDD, but where to place the 'probabilistic logic' generated by AI.”

PermalinkZenn AI
Research Paper#AI, Venture Capital, Startup Prediction, Multi-Agent Systems🔬 ResearchAnalyzed: Jan 3, 2026 19:51

LLM Agents Predict Startup Success: A Collective Simulation Approach

Published:Dec 27, 2025 14:34
1 min read
ArXiv

Analysis

This paper addresses the critical challenge of predicting startup success, a high-stakes area with significant failure rates. It innovates by modeling venture capital (VC) decision-making as a multi-agent interaction process, moving beyond single-decision-maker models. The use of role-playing agents and a GNN-based interaction module to capture investor dynamics is a key contribution. The paper's focus on interpretability and multi-perspective reasoning, along with the substantial improvement in predictive accuracy (e.g., 25% relative improvement in precision@10), makes it a valuable contribution to the field.
Reference

“SimVC-CAS significantly improves predictive accuracy while providing interpretable, multiperspective reasoning, for example, approximately 25% relative improvement with respect to average precision@10.”

PermalinkArXiv