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AI Cyberspace
AI Cyberspace
Feb 15, 2026 · Artificial Intelligence

From GPT-1 to GPT-4o: A Deep Dive into the Evolution of Large Language Models

This article chronicles the rapid progression of GPT models from the 2018 GPT‑1 pre‑training breakthrough through GPT‑2’s multitask learning, GPT‑3’s scaling laws and few‑shot abilities, to GPT‑4’s multimodal capabilities and the 2024 GPT‑4 Turbo, Sora, and GPT‑4o releases, while also explaining core LLM abilities and the decoder‑only architecture of GPT‑2.

AI evolutionFew‑Shot LearningGPT
0 likes · 20 min read
From GPT-1 to GPT-4o: A Deep Dive into the Evolution of Large Language Models
AI Architecture Hub
AI Architecture Hub
Dec 24, 2025 · Artificial Intelligence

From LLMs to Autonomous Agents: The Three Evolution Stages of AI

This article explains the three evolutionary stages of AI—from large language models that generate text, through workflow‑enhanced systems using retrieval‑augmented generation, to fully autonomous agents capable of self‑directed decision‑making—while detailing the four core technologies that power each stage.

AI evolutionAgentEmbedding
0 likes · 9 min read
From LLMs to Autonomous Agents: The Three Evolution Stages of AI
Programmer Xu Shu
Programmer Xu Shu
Jun 23, 2025 · Artificial Intelligence

From Bag‑of‑Words to ChatGPT: How Large Language Models Evolved

Tracing the evolution of large language models—from early bag‑of‑words techniques, through word embeddings, RNNs, attention mechanisms, Transformers, BERT, and GPT—this article explains each breakthrough, its limitations, and how they culminated in ChatGPT’s conversational AI.

AI evolutionChatGPTTransformer
0 likes · 12 min read
From Bag‑of‑Words to ChatGPT: How Large Language Models Evolved
21CTO
21CTO
Feb 24, 2025 · Artificial Intelligence

From Transformers to DeepSeek-R1: Evolution of Large Language Models

Since the 2017 introduction of the Transformer architecture, this article chronicles the rapid development of large language models—including BERT, GPT series, multimodal systems, and the cost‑effective DeepSeek‑R1—highlighting key innovations, scaling trends, alignment techniques, and their transformative impact across AI research and industry.

AI evolutionDeepSeekLLM History
0 likes · 23 min read
From Transformers to DeepSeek-R1: Evolution of Large Language Models