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AI business models

2 articles · Page 1 of 1
Thought Artisan
Thought Artisan
Jan 1, 2026 · Artificial Intelligence

Manus Acquisition Shows: Agent Engineering Outvalues Model Training

The author reflects on Manus's acquisition by Meta, arguing that the real value in AI lies not in training foundation models but in engineering the last mile—memory systems, tool sandboxes, and agent frameworks—that turn non-deterministic LLMs into reliable products, while analyzing five business models for AI companies.

AI agentsAI business modelsAgent Frameworks
0 likes · 6 min read
Manus Acquisition Shows: Agent Engineering Outvalues Model Training
Software Engineering 3.0 Era
Software Engineering 3.0 Era
May 11, 2025 · Industry Insights

The Trillion‑Dollar AI Opportunity: From Tools to Agent‑Based Business Models

The article analyzes how large language models are evolving from simple question‑answer tools into autonomous agents that plan and execute complex tasks, reshaping computing paradigms, organizational structures, and business models toward outcome‑based pricing and a new agent‑centric economic network.

AI agentsAI business modelsAI product evolution
0 likes · 15 min read
The Trillion‑Dollar AI Opportunity: From Tools to Agent‑Based Business Models