AI milestones of the 2010s
49 documented milestones spanning 2010 to 2019. Mostly capability and deployment entries.
OpenAI Released the Full 1.5-Billion-Parameter GPT-2 Model
In November 2019, OpenAI released the full 1.5-billion-parameter version of GPT-2, completing a staged release the organisation had begun in February 2019 with a smaller variant, citing concerns about potential misuse of a model capable of generating coherent long-form text.
Alignment and safetyFacebook AI Research Releases Detectron2
In October 2019, Facebook AI Research released Detectron2, an open-source object detection and segmentation framework built on PyTorch, supporting algorithms including Mask R-CNN, DensePose, and panoptic feature pyramid networks, replacing the earlier Caffe2-based Detectron.
Compute and infrastructureTextron Systems Unveils Ripsaw M5 Robotic Combat Vehicle
In October 2019, Textron Systems unveiled the Ripsaw M5 Robotic Combat Vehicle at the Association of the United States Army Annual Meeting in Washington, D.C., demonstrating an unmanned ground vehicle with autonomous navigation, 360-degree situational awareness, and configurable mission payloads.
Industrial roboticsGoogle AI Model Matches or Exceeds Radiologist Performance in Lung Cancer Detection from CT Scans
In May 2019, researchers at Google Health and Northwestern Medicine published a deep-learning model in Nature Medicine that detected malignant lung nodules in low-dose CT scans, matching or exceeding the performance of six radiologists on a held-out dataset, with fewer false positives and false negatives when prior scans were unavailable.
Medical imagingAnalogue resistive memory circuit solves linear algebra problems in one step
In March 2019, Daniele Ielmini and colleagues at Politecnico di Milano published results in PNAS demonstrating a crosspoint resistive-memory circuit that solves linear systems, matrix eigenvector problems, and differential equations by physical analogue relaxation, substantially reducing the energy and latency costs of conventional iterative digital solvers.
Compute and infrastructureLOVOT Companion Robot Unveiled by Groove X
In December 2018, Groove X, a Japanese robotics company founded by Kaname Hayashi, unveiled LOVOT, a companion robot designed to elicit emotional attachment rather than perform practical tasks, equipped with more than 50 sensors, a thermal camera array, and a neural-processing unit to recognise and respond to human behaviour.
Humanoid roboticsWaymo One Commercial Ride-Hailing Service Launch
In December 2018, Waymo LLC launched Waymo One, a fare-charging autonomous ride-hailing service operating in the Greater Phoenix, Arizona area, marking the first time a driverless vehicle service had been made available to paying members of the public in the United States.
Autonomous vehiclesOpenAI Releases GPT-1: Improving Language Understanding by Generative Pre-Training
In June 2018, Alec Radford, Karthik Narasimhan, Tim Salimans, and Ilya Sutskever at OpenAI published 'Improving Language Understanding by Generative Pre-Training', introducing GPT-1, a 117-million-parameter Transformer pretrained on BooksCorpus via unsupervised language modelling and fine-tuned on downstream tasks, outperforming task-specific models on several NLP benchmarks.
Architectures and modelsCIMON Launched to the International Space Station
In June 2018, DLR, Airbus, and IBM launched CIMON (Crew Interactive Mobile Companion), a spherical, voice-controlled AI assistant, to the International Space Station aboard SpaceX CRS-15. It was designed to support ESA astronaut Alexander Gerst with procedural tasks and reduce cognitive workload.
Space roboticsFacebook Deploys AI-Assisted Suicide Prevention Detection Across Live Video
In November 2017, Facebook announced the global expansion of an AI system designed to detect signs of suicidal intent in posts and Live videos, using pattern recognition trained on reports flagged by human reviewers to surface at-risk content to its Community Operations team and connect users with crisis resources.
Mental healthFacebook AI Research Published StarSpace: Embed All The Things!
In September 2017, Ledell Wu and colleagues at Facebook AI Research published StarSpace (arXiv:1709.03856), a general-purpose neural embedding model capable of learning entity representations across tasks including text classification, ranking, and collaborative filtering, without task-specific architecture changes.
Architectures and modelsMovidius (Intel) Launches Neural Compute Stick
In July 2017, Movidius, an Intel subsidiary, released the Movidius Neural Compute Stick, a USB-form-factor device housing the Myriad 2 Vision Processing Unit, enabling developers to run inference from trained deep neural networks on low-power edge hardware without a remote server.
Compute and infrastructureBWIBots: A Platform for Robots Operating in Human-Inhabited Buildings
In February 2017, researchers at the University of Texas at Austin's Building-Wide Intelligence project published a description of the BWIBots platform in the International Journal of Robotics Research, detailing mobile robots designed to operate autonomously in office buildings, accept natural-language commands, and learn cooperative tasks through human interaction.
Manipulation and dexterityFAISS: Facebook AI Research Library for Efficient Similarity Search
In 2017, Jeff Johnson, Matthijs Douze, and Hervé Jégou at Facebook AI Research published FAISS (Facebook AI Similarity Search), a library enabling efficient nearest-neighbour search across datasets of billions of vectors, with GPU acceleration substantially reducing search time compared to prior methods.
Compute and infrastructureCaffe2Go: Facebook's On-Device Neural Style Transfer for Mobile Video
In November 2016, researchers at Facebook AI Research published Caffe2Go, a compressed deep-learning framework that ran neural style-transfer models entirely on iOS and Android devices without sending video frames to a server, enabling real-time artistic video effects on mobile hardware.
Film and mediaWaveNet: A Generative Model for Raw Audio, by DeepMind
In September 2016, researchers at Google DeepMind published WaveNet, a deep generative model that synthesises raw audio waveforms sample-by-sample using dilated causal convolutions. In evaluations on English and Mandarin speech, WaveNet reduced the gap between human speech and machine synthesis by more than 50 per cent compared with the best previous text-to-speech systems.
Architectures and modelsOctobot: First Autonomous Soft Robot Using Microfluidic Logic
On 24 August 2016, researchers at Harvard University published the design of Octobot, the first autonomous, entirely soft robot. Powered by a chemical reaction and controlled by microfluidic logic, it required no electronics, batteries, or rigid components.
Manipulation and dexterityNanorobotic drug delivery using flagellated bacteria by team from Polytechnique Montréal
In August 2016, a team led by Sylvain Martel at Polytechnique Montréal published research in Nature Nanotechnology demonstrating that swarms of approximately 100 million flagellated bacteria, each carrying a magnetosome acting as a compass, could transport and release an anticancer drug payload preferentially within the hypoxic regions of a tumour in a mouse model.
Drug discoveryOpenAI Released OpenAI Gym, a Toolkit for Reinforcement Learning Research
In April 2016, OpenAI publicly released OpenAI Gym, an open-source toolkit providing a standardised collection of environments for developing and benchmarking reinforcement learning algorithms, lowering the barrier to reproducible RL research.
Benchmarks and evaluationEkso Bionics Receives FDA Clearance for EksoGT Powered Exoskeleton
Ekso Bionics developed a powered lower-limb exoskeleton enabling individuals with spinal cord injuries and stroke-related paralysis to stand and walk in clinical rehabilitation settings, receiving FDA clearance for its EksoGT device in 2016 after earlier clearances beginning in 2014.
Prosthetics and assistive technologyDeepMind Publishes AlphaGo, a Deep Reinforcement Learning System That Defeated Professional Go Players
In January 2016, researchers at Google DeepMind published a paper in Nature describing AlphaGo, a system combining deep convolutional neural networks with Monte Carlo tree search and reinforcement learning that defeated the European Go champion Fan Hui 5–0, marking the first time a computer program had beaten a professional Go player at full-board Go.
Games and entertainmentFacebook Deploys AI-Based Photo and Video Integrity Systems to Detect Nudity and Graphic Violence at Scale
From at least 2016, Facebook applied convolutional neural network-based computer vision systems to automatically detect nudity and graphic violence across photos and videos uploaded to its platform, processing billions of pieces of content as part of its scaled content integrity infrastructure.
Retail and commerceOpenAI Founded
In December 2015, a group of technology investors and researchers (including Greg Brockman, Ilya Sutskever, Wojciech Zaremba, John Schulman, Elon Musk, and Sam Altman) announced the founding of OpenAI, a non-profit artificial intelligence research laboratory in San Francisco, with approximately one billion US dollars in pledged funding.
Alignment and safetyAndrew M. Dai and Quoc V. Le Introduced Semi-Supervised Sequence Learning
In November 2015, Andrew M. Dai and Quoc V. Le at Google Brain published 'Semi-Supervised Sequence Learning', showing that pre-training recurrent neural networks with unsupervised objectives, language modelling or sequence autoencoding, before supervised fine-tuning improved text classification accuracy and training stability, anticipating the pre-train-then-fine-tune paradigm later adopted widely in NLP.
Language understandingBlue Brain Project Digital Reconstruction of the Rat Somatosensory Cortex Microcircuitry
On 8 October 2015, Henry Markram and colleagues at the Blue Brain Project published a detailed computational reconstruction of 31,000 neurons and 37 million synapses in a 0.29 mm³ column of juvenile rat somatosensory cortex, creating the first large-scale digital model of a mammalian cortical microcircuit.
NeuroscienceMoley Robotics Demonstrates Robotic Kitchen System at Hannover Messe
In April 2015, London-based Moley Robotics unveiled a prototype robotic kitchen system at Hannover Messe, comprising a pair of dexterous robotic arms capable of replicating recorded human cooking movements, integrated with an oven, hob, and dishwasher in a fitted kitchen unit.
Manipulation and dexterityNeurorobotics Platform, Human Brain Project
In 2015, the Human Brain Project, a European Commission Flagship Initiative, released its Neurorobotics Platform, a simulation environment allowing researchers to connect large-scale brain models to virtual robot bodies and run closed-loop cognitive experiments without physical hardware.
NeuroscienceAmazon Introduces Alexa and the Echo Smart Speaker
In November 2014, Amazon introduced Alexa, a cloud-based voice assistant, alongside the Amazon Echo smart speaker. Alexa accepted natural-language voice commands for tasks including music playback, information retrieval, smart-home control, and calendar management, bringing always-on voice interaction into consumer homes at scale.
Games and entertainmentNeural Turing Machine Introduced by Alex Graves, Greg Wayne, and Ivo Danihelka
In October 2014, Alex Graves, Greg Wayne, and Ivo Danihelka at Google DeepMind published 'Neural Turing Machines', a preprint proposing a neural network architecture augmented with an external memory matrix and differentiable read/write operations, enabling the system to learn algorithms such as sorting and copying from examples alone.
Architectures and modelsIBM TrueNorth: a neuromorphic integrated circuit with one million programmable neurons
In August 2014, researchers at IBM Research published a description of TrueNorth, a neuromorphic chip containing one million programmable spiking neurons and 256 million synapses on a 4096-core CMOS integrated circuit, built under the DARPA SyNAPSE programme.
Compute and infrastructureSoftBank Robotics and Aldebaran Unveil Pepper, a Humanoid Robot with Emotion Recognition
In June 2014, SoftBank Robotics and its subsidiary Aldebaran Robotics unveiled Pepper, a 1.2-metre humanoid robot equipped with an emotion-recognition system capable of detecting human facial expressions, voice tone, and body language, intended for retail and customer-service deployment.
Humanoid roboticsSchaft Inc Robot Wins DARPA Robotics Challenge Trials 2013
In December 2013, Schaft Inc, a Japanese robotics company acquired by Google in October 2013, won the DARPA Robotics Challenge Trials at Homestead Miami Speedway, Florida, scoring 27 out of 32 points across eight disaster-response tasks and finishing ahead of 15 other teams.
Humanoid roboticsXinlei Chen, Abhinav Shrivastava and Abhinav Gupta at Carnegie Mellon University present NEIL (Never-Ending Image Learner) at ICCV 2013
In December 2013, Xinlei Chen, Abhinav Shrivastava and Abhinav Gupta at Carnegie Mellon University presented NEIL (Never-Ending Image Learner) at ICCV 2013, a continuously running system that autonomously mined semantic relationships between visual concepts from unlabelled web images without human supervision.
Learning methodsKirobo Robot Launched to the International Space Station
In August 2013, a consortium comprising the University of Tokyo, Toyota Motor Corporation, Dentsu Inc., and JAXA launched Kirobo, a small humanoid robot capable of speech recognition and natural-language conversation, to the International Space Station aboard HTV-4 to serve as a conversational companion for Japanese astronaut Koichi Wakata.
Space roboticsGoogle, NASA and USRA Launch Quantum Artificial Intelligence Lab
In May 2013, Google, NASA Ames Research Center and the Universities Space Research Association jointly established the Quantum Artificial Intelligence Lab at NASA's Ames facility, housing a D-Wave Two quantum processor to investigate whether quantum annealing could accelerate machine-learning tasks.
Compute and infrastructureSpaun: A Large-Scale Functional Brain Model Capable of Performing Multiple Cognitive Tasks
In November 2012, Chris Eliasmith and colleagues at the University of Waterloo published a description of Spaun (Semantic Pointer Architecture Unified Network) in Science, presenting a 2.5-million-neuron brain model capable of performing eight distinct cognitive tasks, including digit recognition, question answering, and list recall.
NeuroscienceAlexNet and Deep Convolutional Neural Networks in Large-Scale Image Classification
In September 2012, Alex Krizhevsky, Ilya Sutskever and Geoffrey Hinton at the University of Toronto submitted a paper describing AlexNet, a deep convolutional neural network that achieved a top-5 error rate of 15.3% on the ImageNet Large Scale Visual Recognition Challenge, outperforming the next-best entry by more than 10 percentage points.
Architectures and modelsGoogle Brain Unsupervised Neural Network Learns to Detect Cats from YouTube Frames
In June 2012, Quoc V. Le and colleagues at Google Brain published research showing that a 1,000-machine, 16,000-core neural network trained without labels on 10 million YouTube thumbnail images spontaneously developed a neuron selectively responsive to human and cat faces, demonstrating large-scale unsupervised feature learning from unlabelled video data.
Learning methodsGoogle Launches Google Now Predictive Information Assistant
Google launched Google Now at Google I/O on 27 June 2012, bundled with Android 4.1 (Jelly Bean). The system used contextual signals (location, search history, calendar entries and travel data) to surface unsolicited, time-relevant information cards without requiring an explicit query.
Search and retrievalBrainGate2 Participants Use Thought-Controlled Robotic Arm to Reach and Grasp
In May 2012, researchers in the BrainGate2 clinical trial, led by Leigh Hochberg and colleagues at Massachusetts General Hospital, Brown University, and affiliated institutions, demonstrated that two participants with tetraplegia could use neural signals decoded from a 96-electrode intracortical array to control a robotic arm and perform reach-and-grasp tasks without manual assistance.
Prosthetics and assistive technologyIBM Simulates 4.5 Percent of Human Brain Activity Using Blue Gene Supercomputer
In November 2011, IBM researchers led by Dharmendra Modha at IBM Research Almaden demonstrated a cortical simulation on the Blue Gene/P supercomputer that modelled approximately 4.5 percent of human-scale neural activity, using 147,456 processors to represent 1.617 billion neurons and 8.87 trillion synapses.
NeuroscienceApple Releases Siri with iPhone 4S
On 4 October 2011, Apple announced Siri as an integrated feature of the iPhone 4S, making a conversational voice assistant, capable of natural-language queries, task execution, and third-party service calls, available to a mass consumer audience for the first time at that scale.
AccessibilityD-Wave Systems Announces D-Wave One, a 128-Qubit Quantum Annealing Computer Available for Commercial Purchase
In May 2011, D-Wave Systems announced the D-Wave One, a 128-qubit quantum annealing processor codenamed Rainier, marketed as the first commercially available quantum computer. Lockheed Martin purchased a system for approximately US $10 million, making it the first known commercial transaction for a quantum computing system.
PhysicsIBM Watson Defeats Human Champions on Jeopardy!
In February 2011, IBM's Watson system defeated Jeopardy! champions Ken Jennings and Brad Rutter across three televised episodes, demonstrating that a computer could parse ambiguous natural-language clues and retrieve factual answers competitively against expert human players.
Games and entertainmentAeroVironment Nano Hummingbird: DARPA-funded Flapping-Wing Micro Air Vehicle
In February 2011, AeroVironment unveiled the Nano Hummingbird, a DARPA-funded flapping-wing micro air vehicle weighing 19 grams, less than a AA battery, that carried a video camera and used control systems to mimic hummingbird flight, including hover and omnidirectional movement.
Drones and aerial autonomyGoogle Brain Founded by Andrew Ng and Jeff Dean
In 2011, Andrew Ng and Jeff Dean co-founded Google Brain, an internal research group at Google dedicated to large-scale deep learning. The project demonstrated that deep neural networks trained on substantial compute could learn useful representations without labelled data, reshaping how the industry approached machine learning research.
Compute and infrastructureMicrosoft Research Develops Real-Time Human Pose Estimation for Kinect
In 2011, Jamie Shotton and colleagues at Microsoft Research Cambridge published a method for real-time human pose estimation from a single depth image, using randomised decision forests trained on synthetic data. The technique powered the skeleton-tracking feature of Microsoft Kinect and was presented at CVPR 2011.
Systems and networksREX Robotic Exoskeleton Enables Independent Walking for Paraplegics
In July 2010, REX Bionics of New Zealand publicly demonstrated the REX robotic exoskeleton, a self-supporting powered lower-limb device allowing paraplegic users to stand, walk, turn and navigate stairs without crutches, marking an early commercial step in AI-assisted assistive mobility.
Prosthetics and assistive technologyDeepMind Technologies Founded
Demis Hassabis, Shane Legg, and Mustafa Suleyman co-founded DeepMind Technologies in London in 2010, establishing an independent research laboratory with the stated goal of developing general-purpose artificial intelligence grounded in neuroscience.
Theory and foundations