AI directory

Foundation models, vision-language-action systems, perception stacks and the tooling behind embodied AI.

Robot Foundation Models

Skild Brain

A robotics foundation model from Skild AI, founded in 2023 by researchers Deepak Pathak and Abhinav Gupta.

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Vision-Language-Action Models

Gemini Robotics

Brings Gemini's multimodal reasoning into the physical world through two complementary models.

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Vision-Language-Action Models

Figure Helix

A generalist vision-language-action model developed by Figure AI to control its humanoid robots, using a decoupled dual-system architecture.

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Vision-Language-Action Models

NVIDIA Isaac GR00T

NVIDIA's open VLA family for humanoid robots, first announced at GTC 2025.

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Robot Foundation Models

Octo

A transformer-based diffusion policy pre-trained on 800,000 robot episodes from the Open X-Embodiment dataset.

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Vision-Language-Action Models

Google RT-2

Published by Google DeepMind in July 2023, widely credited as the first model to establish the vision-language-action concept.

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Robot Foundation Models

Physical Intelligence π0.5

Keeps the π0 recipe — a vision-language-model backbone with a flow-matching action expert — but is built around generalization to new environments.

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Motion Planning & Control

ROS 2 (Robot Operating System)

An open-source middleware framework for building robot software, maintained by Open Robotics.

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Vision & Perception AI

OpenCV

A foundational dependency in essentially every robotics vision pipeline built over the last two decades.

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Teleoperation & Data Collection Tools

Meta Aria Research Kit

Meta Reality Labs Research's egocentric multimodal sensing platform, worn like ordinary glasses.

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Teleoperation & Data Collection Tools

ALOHA + Mobile ALOHA

An open-source data-collection platform for bimanual teleoperation, and its mobile successor.

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Multimodal LLMs for Embodied AI

Claude Opus 4.6

Anthropic's high-end multimodal large language model in the Claude 4.x family, designed to balance frontier reasoning with practical deployment.

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Multimodal LLMs for Embodied AI

Gemini 2.5 Pro

Google DeepMind's flagship multimodal model with a 1M-token context window (2M coming) and native vision, audio, and video understanding. Strong reasoning and code generation. Used in robotics — including Gemini Robotics — for embodied reasoning and long-horizon planning.

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Multimodal LLMs for Embodied AI

GPT-4o (OpenAI)

<span data-contrast="auto">GPT-4o ('Omni') allows robots to see, hear, and speak in real-time. It acts as the high-level reasoning layer for mission planning and human interaction.</span><span data-ccp-props="{"201341983":0,"335559739":160,"335559740":278}"> </span>

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Vision & Perception AI

ORB-SLAM3

Open-source feature-based SLAM library from University of Zaragoza. First system to perform visual, visual-inertial, and multi-map SLAM with monocular, stereo, RGB-D, and fisheye cameras. Reports 3.6 cm accuracy on EuRoC and 9 mm under quick hand-held motion on TUM-VI.

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Speech & Dialogue for Droids

Piper TTS

Fast, local neural text-to-speech engine optimised for Raspberry Pi 4/5 and similar low-power hardware. ONNX-based, real-time, and used in Home Assistant Voice. Voices range ~20-100 MB and run on CPU only.

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Speech & Dialogue for Droids

OpenAI Whisper (local)

Open-source automatic speech recognition model from OpenAI. Trained on 680,000+ hours of multilingual audio (5M+ for large-v3); six model sizes from ~39M tiny to 1.55B large. Runs fully offline via whisper.cpp, faster-whisper, or WhisperKit — robust to accents, noise, and 100+ languages.

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Edge AI Hardware for Droids

Hailo

Israeli edge-AI silicon company producing low-power neural processing units. Hailo-8 delivers 26 TOPS at ~2.5 W; new Hailo-10H delivers 40 INT4 TOPS at 2.5 W and supports on-device LLMs and VLMs up to ~1.5B parameters, including via the Raspberry Pi AI HAT+.

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Edge AI Hardware for Droids

NVIDIA Jetson

Family of embedded AI computing modules (Orin Nano, Orin NX, AGX Orin, AGX Thor) running deep-learning inference on robots. Top-end AGX Orin delivers 275 TOPS of AI performance at 15-60 W; the de-facto standard for on-board AI in commercial robotics.

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Simulation Platforms

Genesis

Family of embedded AI computing modules (Orin Nano, Orin NX, AGX Orin, AGX Thor) running deep-learning inference on robots. Top-end AGX Orin delivers 275 TOPS of AI performance at 15-60 W; the de-facto standard for on-board AI in commercial robotics.

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Robot Foundation Models

Figure Helix

End-to-end vision-language-action model from Figure that runs entirely on the Figure 02 and Figure 03 humanoids. A dual-system architecture (System 2 ~7B VLM for reasoning, System 1 ~80M transformer for fast control) enables 35-DoF whole-upper-body control. Helix 02 (Jan 2026) extends to whole-body autonomy.

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Robot Foundation Models

Google RT-2

Vision-language-action model from Google DeepMind that co-fine-tunes large web-scale VLMs (PaLI-X, PaLM-E) with robot trajectory data. Robot actions are encoded as text tokens, allowing the model to inherit chain-of-thought reasoning and generalise to novel objects and instructions seen only on the internet.

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Simulation Platforms

MuJoCo

Open-source physics engine ('Multi-Joint dynamics with Contact') maintained by Google DeepMind. Provides fast, accurate simulation of articulated robots and contact dynamics in generalised coordinates. The standard engine for reinforcement-learning research in locomotion and manipulation.

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Simulation Platforms

NVIDIA Isaac Sim

Open-source GPU-accelerated robotics simulation framework built on NVIDIA Omniverse and OpenUSD. Provides photorealistic ray-traced environments, PhysX-based physics, multi-sensor simulation, synthetic data generation via Replicator, and Isaac Lab for reinforcement-learning-based robot training.

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Vision-Language-Action Models

Physical Intelligence π0

General-purpose ~3.3B-parameter Vision-Language-Action flow-matching model from Physical Intelligence, built on a PaliGemma VLM backbone. Outputs continuous action chunks at up to 50 Hz, enabling dexterous manipulation across many robot embodiments.

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Vision-Language-Action Models

OpenVLA

Open-source 7B-parameter vision-language-action model trained on 970,000 real-world robot demonstrations. Built on a Llama 2 backbone with a fused DINOv2 + SigLIP vision encoder. Generalises across multiple robot embodiments and supports parameter-efficient fine-tuning for new robots.

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Multimodal LLMs for Embodied AI

Qwen-VL

Open-weights multimodal LLM family from Alibaba. Latest Qwen3-VL ships in Dense and Mixture-of-Experts architectures from edge to cloud; Qwen2.5-VL covers 3B / 7B / 32B / 72B sizes. Strong vision, video understanding (>1 hour), and bilingual Chinese/English text recognition.

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