Unitree G1 - AI Humanoid Robot

TL;DR The Unitree G1 is an AI humanoid robot starting at $16,000 - dramatically undercutting competitors like Tesla’s Optimus and Boston Dynamics It uses imitation and reinforcement learning to perform tasks with high precision, combined with an impressive range of motion and speed The G1 represents a significant step toward more accessible humanoid robotics, opening up potential applications across many fields Unitree’s rapid progress signals that the humanoid robot market is moving faster than most expected ...

May 21, 2024 · 1 min · James M

Chatbots & Large Language Models (LLMs)

TL;DR An LLM is the underlying reasoning engine; a chatbot is the product experience wrapped around it - they are related but not the same thing LLMs excel at summarizing, rewriting, generating drafts, and coding, but should be treated as fast collaborators rather than infallible oracles The main model families are frontier models (GPT, Claude, Gemini), open-weight / self-hostable models (Llama), and product-specific assistants (ChatGPT, Cursor, Copilot) Choose the right tool for the job: chatbots for convenience and exploration, APIs for automation, coding-native tools for repo-aware work The market is now split between AI as a consumer product and AI as programmable infrastructure - understanding both layers makes the landscape far less confusing Most people still talk about chatbots and large language models as if they are the same thing. ...

May 17, 2024 · 6 min · James M

1X - Eve

TL;DR 1X EVE is a wheeled android robot designed by 1X Technologies for logistics, retail, and industrial environments Built with soft, organic-inspired mechanics to enable safe physical interaction with humans Can navigate real-world environments independently - doors, elevators, and standard workspaces Understands and responds to natural language commands via advanced language processing Learns and adapts over time through embodied AI, rather than following fixed pre-programmed routines Overview 1X EVE is an android worker designed by 1X Technologies. It’s a mobile robot with wheels and gripper arms that can be used for various tasks in logistics, retail, and other industries. ...

April 21, 2024 · 1 min · James M

Tesla Optimus Robot

TL;DR Tesla Optimus (also called the Tesla Bot) is a bipedal humanoid robot designed for general-purpose tasks, powered by Tesla-designed AI for navigation and environmental understanding The latest version, Optimus Gen 2, is faster, lighter, and has improved dexterity compared to earlier prototypes Elon Musk’s target price is less than half the cost of a Tesla car - roughly $20,000 to $25,000 - with the expectation that the price will fall further as production scales Musk has predicted that long-term, the robot business will be worth significantly more than Tesla’s car business The vision is for Optimus to take on dangerous or unpleasant jobs, freeing humans for more creative and leisure-based pursuits Overview Tesla Optimus, also known as the Tesla Bot, is a bipedal humanoid robot which has been under development by Tesla since 2021. It’s designed to be a general-purpose robot, meaning it could potentially be used for a wide range of tasks. It’s equipped with Tesla-designed AI for navigation & understanding surroundings. The latest version (Optimus Gen 2) boasts faster walking, lighter weight & improved dexterity. ...

April 21, 2024 · 2 min · James M

Boston Dynamics Reveals Its Most Astonishing Humanoid Robot So Far

TL;DR All New Atlas is Boston Dynamics’ first fully-electric humanoid - a clean break from the hydraulic Atlas it replaced Designed for real-world work environments rather than stage demos, with a body more human-like than anything Boston Dynamics has shipped before Still a research platform - commercial and consumer availability is some way off, but the underlying control and balance work is impressive Builds on decades of agility and mobility research and signals where the humanoid form factor is heading next Part of a broader 2024-2026 wave of humanoid programmes from Boston Dynamics, Tesla, 1X, and others Boston Dynamics has revealed its most astonishing humanoid robot so far. ...

April 20, 2024 · 2 min · James M

OpenAI Voice Engine

TL;DR OpenAI Voice Engine is a text-to-speech model that can clone a realistic voice from just a 15-second audio sample It produces emotive, natural-sounding speech despite using a small model and minimal training data Access has remained in limited preview since its 2024 announcement due to responsible AI concerns around voice cloning and impersonation Approved testers must obtain clear consent from voice providers and inform listeners that voices are AI-generated As of 2026, the technology is restricted to approved partners and researchers rather than general availability About OpenAI’s Voice Engine is a text-to-speech tool which can create realistic voices from just a 15-second audio sample. It is notable that a small model with a single 15-second sample can create emotive and realistic voices. To ensure responsible use testers must get clear consent from voice providers, avoid creating user-generated voices, and inform listeners that the voices are AI-generated. ...

March 31, 2024 · 2 min · James M

Stargate

TL;DR Stargate is a $500B AI infrastructure programme announced in January 2025 - a joint effort between Microsoft, OpenAI, SoftBank, and Oracle Construction has already started in Texas with more sites planned, aimed at training and serving the next generation of frontier AI models The scale signals where compute spend is heading - tens of billions per cluster is becoming the price of admission at the frontier Combines OpenAI’s models, Microsoft’s cloud, SoftBank’s capital, and Oracle’s enterprise infrastructure into one of the largest tech buildouts ever announced Worth tracking as a useful proxy for how seriously the industry takes the compute side of the AGI race About Stargate is a $500 billion AI infrastructure project announced in January 2025. The initiative is a collaboration between Microsoft, OpenAI, SoftBank, and Oracle to build a series of massive AI supercomputers and data centers. ...

March 30, 2024 · 2 min · James M

Google Gemini Ultra

TL;DR Gemini Ultra was Google DeepMind’s flagship Gemini tier at launch in early 2024 - notable for hitting 90.0% on the MMLU benchmark Multimodal across text, images, video, and code, with strong coding and reasoning performance for its era Has since been superseded by Gemini 2.0, Gemini 2.5 Pro, and other specialised variants in the Gemini family Documented here for historical context - the original Ultra branding is no longer the main consumer-facing model Access today is through AI Studio, Vertex AI, and Google One AI Premium plans About Note: Gemini Ultra (released early 2024) has since been superseded by more advanced versions. As of 2026, Google’s flagship models include Gemini 2.0, Gemini 2.5 Pro, and specialized variants. This article documents the original Gemini Ultra for historical context. ...

March 29, 2024 · 2 min · James M

Google Gemini Advanced

TL;DR Gemini Advanced was Google’s tier-based offering for power users at launch in early 2024 - enhanced reasoning, longer context, and multimodal input Built around Gemini Ultra at first, then succeeded by Gemini 2.0 Flash, 2.5 Pro, and other newer models Use cases: coding, creative collaboration, long-form multi-turn conversations, document and media analysis Available through Google One AI Premium with web, mobile, and API access; pricing has shifted as the lineup evolved Documented here as the original 2024 positioning - check Google’s current site for what “Advanced” maps to today About Note: Gemini Advanced (released early 2024) was Google’s tier-based offering. By 2026, this has evolved into a more diverse model lineup including Gemini Pro, Gemini 2.0, and Gemini 2.5 Pro with different access tiers. This article reflects the original 2024 positioning. ...

March 29, 2024 · 2 min · James M

List of AI Courses & Learning Resources

TL;DR A curated index of AI courses, books, and learning platforms - organised by provider so you can compare offerings quickly Covers free starting points (Elements of AI, Fast.ai) through to paid professional certificates (Coursera, DeepLearning.AI) Includes both broad foundations (machine learning, deep learning) and specific specialisations (prompt engineering, LLM application development) Use it as a launching point - pick one course aligned to your goal and finish it before grazing across the rest Updated as new programmes appear; the structure favours longevity over hype Books Deep Learning with Python The Elements of Statistical Learning Courses Class Central Artificial Intelligence Courses ChatGPT Courses Elements of AI Midjourney Courses Coursera AI for Everyone IBM Applied AI Professional Certificate Supervised Machine Learning: Regression and Classification DataCamp AI Fundamentals Introduction to ChatGPT DeepLearning ChatGPT Prompt Engineering for Developers edX Learning From Data (Introductory Machine Learning) Elements of AI Fast.ai Future Learn Digital Skills: Artificial Intelligence Google Cloud Skills Boost Generative AI learning path Attention Mechanism Create Image Captioning Models Encoder-Decoder Architecture Generative AI Explorer - Vertex AI Introduction to Generative AI Introduction to Generative AI Studio Introduction to Image Generation Introduction to Large Language Models Introduction to Responsible AI Transformer Models and BERT Model Harvard Artificial Intelligence Courses Machine Learning Mastery Microsoft AI for Beginners Oxford AI Online Courses PyTorch Reed AI Online Courses Stanford Artificial Intelligence Graduate Certificate Artificial Intelligence Programs TensorFlow Udacity Intro to Artificial Intelligence (Free) Udemy Artificial Intelligence A-Z™: Build an AI with ChatGPT and more Artificial Intelligence (ARS): Build the Most Powerful AI Artificial Intelligence Masterclass Artificial Intelligence: Reinforcement Learning in Python The Beginner’s Guide to Artificial Intelligence (Unity 2022) Unity Artificial Intelligence for Beginners Learning Resources Google AI Build How to use ChatGPT to create an app Newsletters Lore - weekly newsletter with the latest Generative AI news, insights and featured tools Twitter Accounts AI Daily - teaches about AI Borriss - developer & writer of practical AI Javi Lopez - AI educator Lex Fridman - host of Lex Fridman Podcast, research scientist at MIT Linus - AI educator & designer Steve Mills - exploring creative uses of Generative AI YouTube Channels Artificial Intelligence - All in One Connor Shorten DeepLearningAI Jeremy Howard Kaggle Lex Fridman sentdex The Artificial Intelligence Channel Two Minute Papers Yannic Kilcher YouTube Videos Excel AI - data analysis made easy Google Gemini (formerly Bard): A beginner’s guide to Google’s AI chatbot How to Build a FULL App With ChatGPT in 20 minutes! How to Use Midjourney, AI Art and ChatGPT to Create an Amazing Website Midjourney Prompt Tips for Beginners and Veterans Stable diffusion prompt tutorial Related Reading The Complete AI Developer’s Guide: Resources and Best Practices AI Conferences Worth Following AI Explainers An AI Tooling Learning Path: Logical Phases for 2026

December 18, 2023 · 3 min · James M