Годовой обзор к 2026: вычислительные ресурсы и эффективность, агентные системы, мультимодальность/генеративное видео, пограничный вывод, отраслевые замыкания, управление и зелёный ИИ.

Revisión anual hacia 2026: recursos de cómputo y eficiencia, sistemas agentic, multimodal/video generativo, inferencia en el borde, cierres industriales, gobernanza y IA verde.

面向 2026 的年度回顧：算力與能效、智能體、跨模態/生成影片、邊緣推理、產業閉環、治理與綠色 AI。

In the next 3–5 years B2B will scale first, while long term B2C is more disruptive. Why this happens, how to plan, and how B2B2C bridges both.

An SCI-style exposition of AI’s end-state and near-term transformation: a dual-layer architecture of an Environmentalized Intelligence Layer plus a Personal OS, grounded in structured world models, neuro-symbolic fusion, embodied loops, and trustworthy governance.

A field guide to building system-level agents: perception, memory, planning, tools, execution, and evaluation.

A systemic redesign from teaching to assessment: diagnostic evaluation, dynamic content, and orchestrated learning paths.

Key hardware and system trade‑offs: general‑purpose GPUs, specialized NPUs/ASICs, near‑memory, and distributed orchestration.