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Artificial Intelligence & Large Language Models

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This timeline traces the foundational milestones of Artificial Intelligence and Large Language Models, from early theoretical work to the emergence of modern LLMs. It covers key breakthroughs in neural networks, natural language processing, and the scaling of transformer models that define Epoch 1.

Chronological Storyline (50 Milestones)

1950 CE

Turing Test Proposed

Alan Turing publishes 'Computing Machinery and Intelligence,' introducing the Turing Test as a criterion for machine intelligence. This seminal paper lays the philosophical groundwork for AI. #AI #philosophy #computing

Aug 1, 1956 CE

Dartmouth Conference Coins 'Artificial Intelligence'

John McCarthy, Marvin Minsky, Nathaniel Rochester, and Claude Shannon organize the Dartmouth Summer Research Project, officially launching AI as a field. The term 'Artificial Intelligence' is first used. #AI #history #computing

1957 CE

Perceptron Developed

Frank Rosenblatt invents the Perceptron, an early neural network capable of simple pattern recognition. This marks the first implementation of a trainable artificial neuron. #AI #neuralnetworks #machinelearning

1966 CE

ELIZA Chatbot Created

Joseph Weizenbaum at MIT creates ELIZA, a natural language processing program that simulates a psychotherapist. It demonstrates early conversational AI using pattern matching. #AI #chatbot #NLP

ELIZA Chatbot Created
ELIZA Chatbot Created
By Unknown author - File:ELIZA conversation.jpg, Public domain, https://commons.wikimedia.org/w/index.php?curid=99305439
1970 CE

SHRDLU Understands Natural Language

Terry Winograd develops SHRDLU, a program that understands and manipulates a virtual block world using natural language commands. It showcases early AI reasoning and language understanding. #AI #NLP #robotics

1980 CE

First AI Winter Begins

After reduced funding and unmet expectations, the first AI winter sets in. Research in neural networks and symbolic AI slows significantly due to limited computational power and funding cuts. #AI #history #setback

1986 CE

Backpropagation Popularized

David Rumelhart, Geoffrey Hinton, and Ronald Williams publish a key paper on backpropagation, enabling multi-layer neural networks to learn. This reignites interest in neural networks. #AI #neuralnetworks #deeplearning

May 11, 1997 CE

Deep Blue Defeats Kasparov

IBM's Deep Blue becomes the first computer to beat a reigning world chess champion, Garry Kasparov, in a match. This milestone demonstrates AI's potential in complex strategic games. #AI #chess #gaming

Deep Blue Defeats Kasparov
Deep Blue Defeats Kasparov
By James the photographer - https://www.flickr.com/photos/22453761@N00/592436598/, CC BY 2.0, https://commons.wikimedia.org/w/index.php?curid=3511068
2006 CE

Deep Learning Breakthrough by Hinton

Geoffrey Hinton publishes a paper on deep belief networks and greedy layer-wise pretraining, sparking the deep learning revolution. This enables training deeper neural networks effectively. #AI #deeplearning #neuralnetworks

Deep Learning Breakthrough by Hinton
Deep Learning Breakthrough by Hinton
By Sven Behnke - Own work, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=82466022
Feb 14, 2011 CE

IBM Watson Wins Jeopardy!

IBM's Watson defeats human champions Ken Jennings and Brad Rutter on the quiz show Jeopardy!. It showcases advanced natural language processing and question-answering capabilities. #AI #NLP #quiz

IBM Watson Wins Jeopardy!
IBM Watson Wins Jeopardy!
By Clockready - Own work, CC BY-SA 3.0, https://commons.wikimedia.org/w/index.php?curid=15891787
Sep 30, 2012 CE

AlexNet Wins ImageNet Competition

Alex Krizhevsky, Ilya Sutskever, and Geoffrey Hinton develop AlexNet, a deep convolutional neural network that dramatically improves image classification. This marks a turning point for deep learning in computer vision. #AI #deeplearning #computervision

AlexNet Wins ImageNet Competition
AlexNet Wins ImageNet Competition
By Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J. - https://github.com/d2l-ai/d2l-en, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=152265712
2013 CE

Word2Vec Introduced

Tomas Mikolov and team at Google release Word2Vec, a neural network model that learns word embeddings capturing semantic relationships. It revolutionizes natural language processing by enabling vector representations of words. #AI #NLP #embeddings

Jun 1, 2014 CE

Generative Adversarial Networks (GANs) Proposed

Ian Goodfellow introduces Generative Adversarial Networks, where two neural networks compete to generate realistic data. GANs become a cornerstone for generative AI and image synthesis. #AI #GANs #generative

Generative Adversarial Networks (GANs) Proposed
Generative Adversarial Networks (GANs) Proposed
By Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J. - https://github.com/d2l-ai/d2l-en, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=152265649
Sep 1, 2014 CE

Seq2Seq and Attention Mechanism

Bahdanau, Cho, and Bengio propose the attention mechanism for sequence-to-sequence models, improving machine translation. This innovation becomes fundamental for later transformer architectures. #AI #NLP #translation

Seq2Seq and Attention Mechanism
Seq2Seq and Attention Mechanism
By Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J. - https://github.com/d2l-ai/d2l-en, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=152265713
Dec 1, 2015 CE

AlphaGo Defeats Fan Hui

DeepMind's AlphaGo becomes the first computer program to beat a professional Go player, Fan Hui, without handicaps. This milestone demonstrates AI mastery in a complex board game. #AI #gaming #deeplearning

Mar 15, 2016 CE

AlphaGo Beats Lee Sedol

AlphaGo defeats world champion Lee Sedol 4-1 in a five-game match, a landmark event for AI. The match is watched by millions and highlights the power of deep reinforcement learning. #AI #gaming #reinforcementlearning

Jun 12, 2017 CE

Transformer Architecture Introduced

Vaswani et al. from Google publish 'Attention Is All You Need,' introducing the Transformer model. This architecture, based solely on attention mechanisms, becomes the foundation for modern LLMs. #AI #transformers #NLP

Transformer Architecture Introduced
Transformer Architecture Introduced
By Yuening Jia - DOI:10.1088/1742-6596/1314/1/012186, CC BY-SA 3.0, https://commons.wikimedia.org/w/index.php?curid=121340680
Jun 1, 2018 CE

BERT Released by Google

Google releases BERT (Bidirectional Encoder Representations from Transformers), a pre-trained language model that achieves state-of-the-art results on 11 NLP tasks. BERT popularizes the 'pre-train then fine-tune' paradigm. #AI #NLP #pretraining

Oct 1, 2018 CE

GPT-1 Introduced by OpenAI

OpenAI releases the first Generative Pre-trained Transformer (GPT-1), a 117M parameter model. It demonstrates the effectiveness of unsupervised pre-training for language understanding and generation. #AI #LLM #generative

GPT-1 Introduced by OpenAI
GPT-1 Introduced by OpenAI
By Original: Marxav, Vectorization: Mrmw - Own work based on: Full GPT architecture.png:, CC0, https://commons.wikimedia.org/w/index.php?curid=146645810
Feb 14, 2019 CE

GPT-2 Released (Initially Limited)

OpenAI announces GPT-2 with 1.5B parameters, but initially withholds the full model due to concerns about misuse. It generates coherent and contextually relevant text, sparking debates on AI safety. #AI #LLM #safety

GPT-2 Released (Initially Limited)
GPT-2 Released (Initially Limited)
By Unknown author, Public domain, https://commons.wikimedia.org/w/index.php?curid=95884801
Nov 1, 2019 CE

Full GPT-2 Released

OpenAI releases the full 1.5B parameter GPT-2 model after a staged release process. It becomes widely used for text generation and demonstrates the scaling benefits of larger language models. #AI #LLM #openairelease

May 28, 2020 CE

GPT-3 Announced

OpenAI announces GPT-3 with 175B parameters, a massive leap in scale. It exhibits few-shot and zero-shot learning capabilities, generating human-like text across diverse tasks without fine-tuning. #AI #LLM #scaling

Jul 1, 2020 CE

GPT-3 API Launched

OpenAI launches a commercial API for GPT-3, allowing developers to integrate powerful language generation into applications. This marks the beginning of widespread LLM-based services. #AI #LLM #API

Jan 1, 2021 CE

DALL-E Introduced

OpenAI announces DALL-E, a model that generates images from text descriptions using a 12B parameter transformer. It demonstrates multimodal AI capabilities combining language and vision. #AI #multimodal #generative

DALL-E Introduced
DALL-E Introduced
By DALL·E 2 - https://cdn.openai.com/dall-e-2/demos/text2im/teddy_bears/ai_research/underwater/4.jpg, Public domain, https://commons.wikimedia.org/w/index.php?curid=120317263
Jun 1, 2021 CE

GitHub Copilot Preview

GitHub and OpenAI launch Copilot, an AI pair programmer powered by a version of GPT-3 fine-tuned on code. It assists developers by suggesting code snippets and functions. #AI #coding #productivity

Apr 1, 2022 CE

PaLM Announced by Google

Google announces PaLM (Pathways Language Model) with 540B parameters, achieving strong performance on reasoning and language tasks. It highlights the benefits of scaling and efficient training. #AI #LLM #google

PaLM Announced by Google
PaLM Announced by Google
By Google (Q95) - developers.google.com/static/focus/images/palm-logo.svg, Public domain, https://commons.wikimedia.org/w/index.php?curid=132110237
Nov 30, 2022 CE

ChatGPT Launched

OpenAI releases ChatGPT, a conversational agent based on GPT-3.5 fine-tuned with reinforcement learning from human feedback. It quickly gains over 100 million users, becoming a global phenomenon. #AI #chatbot #LLM

ChatGPT Launched
ChatGPT Launched
By OpenAI - This file was derived from: OpenAI logo 2025.svg, Public domain, https://commons.wikimedia.org/w/index.php?curid=159145630
Jan 23, 2023 CE

Microsoft Invests Billions in OpenAI

Microsoft announces a multi-billion dollar investment in OpenAI, deepening the partnership to integrate AI into products like Azure, Office, and Bing. This signals major corporate commitment to LLMs. #AI #investment #partnership

Feb 7, 2023 CE

Bing Chat (Copilot) Launched

Microsoft launches the new Bing with an integrated ChatGPT-like chatbot, later named Copilot. It combines search and conversational AI, marking a shift in how users interact with search engines. #AI #search #chatbot

Mar 14, 2023 CE

GPT-4 Released

OpenAI releases GPT-4, a multimodal model capable of processing text and images. It demonstrates improved reasoning, creativity, and safety, setting new benchmarks for LLM performance. #AI #LLM #multimodal

May 10, 2023 CE

Google Bard (Gemini) Launched

Google launches Bard, a conversational AI chatbot initially based on LaMDA, later upgraded to the Gemini model. It competes with ChatGPT and integrates with Google's ecosystem. #AI #chatbot #google

Google Bard (Gemini) Launched
Google Bard (Gemini) Launched
By Google - gemini.google.com, Public domain, https://commons.wikimedia.org/w/index.php?curid=162492232
Jul 18, 2023 CE

Llama 2 Released by Meta

Meta releases Llama 2, an open-source large language model with up to 70B parameters. It is made available for research and commercial use, spurring innovation in the open-source AI community. #AI #opensource #LLM

Llama 2 Released by Meta
Llama 2 Released by Meta
By Software: Meta AI Screenshot: VulcanSphere - Self-taken; derivative work from https://www.meta.ai/, Public domain, https://commons.wikimedia.org/w/index.php?curid=156628621
Nov 6, 2023 CE

OpenAI DevDay Announces GPTs and GPT-4 Turbo

At its first developer conference, OpenAI announces customizable GPTs and GPT-4 Turbo with a 128K context window. This expands the capabilities and accessibility of LLMs for developers. #AI #LLM #developer

Feb 15, 2024 CE

Sora Video Generation Model Announced

OpenAI announces Sora, a text-to-video model capable of generating realistic and imaginative scenes. It represents a major advancement in generative AI beyond text and images. #AI #video #generative

Mar 21, 2024 CE

Claude 3 Released by Anthropic

Anthropic releases Claude 3, a family of LLMs including Haiku, Sonnet, and Opus. It emphasizes safety and performance, achieving state-of-the-art results on various benchmarks. #AI #LLM #safety

May 13, 2024 CE

GPT-4o Announced

OpenAI announces GPT-4o ('omni'), a multimodal model that natively integrates text, vision, and audio. It enables real-time voice conversations and improved vision understanding. #AI #multimodal #voice

Jul 23, 2024 CE

Llama 3.1 Released by Meta

Meta releases Llama 3.1 with up to 405B parameters, the largest open-source LLM at the time. It matches or exceeds proprietary models on many benchmarks, democratizing access to advanced AI. #AI #opensource #LLM

Sep 12, 2024 CE

OpenAI o1 Model Released

OpenAI releases the o1 model, which uses chain-of-thought reasoning to improve performance on complex math, science, and coding tasks. It represents a new paradigm in LLM reasoning. #AI #reasoning #LLM

Oct 1, 2024 CE

AI Regulation: EU AI Act Passed

The European Union passes the AI Act, the world's first comprehensive AI regulation. It categorizes AI systems by risk and imposes requirements for transparency and safety, impacting LLM deployment. #AI #regulation #EU

AI Regulation: EU AI Act Passed
AI Regulation: EU AI Act Passed
By User:Verdy p, User:-xfi-, User:Paddu, User:Nightstallion, User:Funakoshi, User:Jeltz, User:Dbenbenn, User:Zscout370 - File created by various Wikimedia users (see "Author"). File based on the specification given at [1]., Public domain, https://commons.wikimedia.org/w/index.php?curid=2615952
Nov 15, 2024 CE

Gemini 2.0 Announced by Google

Google announces Gemini 2.0, a next-generation multimodal AI model with enhanced capabilities in reasoning, coding, and agentic tasks. It powers new features across Google products. #AI #multimodal #google

Jan 10, 2025 CE

DeepSeek-R1 Released

Chinese AI lab DeepSeek releases DeepSeek-R1, an open-source reasoning model that rivals OpenAI's o1. It demonstrates strong performance in math and coding, highlighting global competition in LLMs. #AI #opensource #reasoning

Feb 20, 2025 CE

AI Agents Become Mainstream

Multiple companies launch AI agent platforms that combine LLMs with tool use and autonomous task execution. This marks a shift from conversational AI to proactive, goal-oriented agents. #AI #agents #automation

Mar 5, 2025 CE

Claude 4 Released

Anthropic releases Claude 4, featuring improved safety, longer context windows, and better reasoning. It sets new standards for responsible AI development and deployment. #AI #LLM #safety

Apr 15, 2025 CE

GPT-5 Announced

OpenAI announces GPT-5, a major upgrade with enhanced multimodal capabilities, improved reasoning, and larger context. It is expected to push the boundaries of LLM performance further. #AI #LLM #multimodal

Jun 1, 2025 CE

Global AI Safety Summit Held

World leaders and AI researchers convene for a global summit on AI safety, focusing on risks from advanced LLMs. Agreements are made on voluntary safety standards and transparency measures. #AI #safety #governance

Global AI Safety Summit Held
Global AI Safety Summit Held
By DeFacto - Own work, CC BY-SA 4.0, https://commons.wikimedia.org/w/index.php?curid=56815741
Aug 10, 2025 CE

Open-Source LLMs Match Proprietary Models

Several open-source LLMs, including Llama 4 and Mistral Large, achieve performance comparable to proprietary models like GPT-4. This democratization accelerates AI research and application. #AI #opensource #LLM

Sep 25, 2025 CE

AI in Education: Personalized Tutoring Goes Mainstream

LLM-powered personalized tutoring systems are adopted by major school districts, providing adaptive learning experiences. This marks a significant real-world impact of AI in education. #AI #education #tutoring

Nov 5, 2025 CE

First AI-Generated Novel Wins Literary Prize

A novel co-written by an LLM and a human author wins a major literary award, sparking debate about creativity and authorship. This event highlights the evolving role of AI in creative fields. #AI #literature #creativity

Jan 15, 2026 CE

Context Windows Reach 10 Million Tokens

Several LLMs achieve context windows of 10 million tokens, enabling processing of entire books or large codebases. This breakthrough expands applications in document analysis and long-form reasoning. #AI #LLM #context

Context Windows Reach 10 Million Tokens
Context Windows Reach 10 Million Tokens
By dvgodoy - https://github.com/dvgodoy/dl-visuals/?tab=readme-ov-file, CC BY 4.0, https://commons.wikimedia.org/w/index.php?curid=151216016
Mar 20, 2026 CE

AI Regulation: Global Treaty Signed

Over 50 countries sign a global treaty on AI governance, establishing binding rules for high-risk AI systems. This marks a milestone in international cooperation on AI safety and ethics. #AI #regulation #global