BodyGen: A Bio‑Inspired Embodied Co‑Design Framework for Autonomous Robot Evolution

BodyGen, a new embodied co‑design framework presented at ICLR 2025, enables robots to autonomously evolve their morphology and control policies using reinforcement learning and transformer‑based networks, achieving up to 60 % performance gains with a lightweight 1.43 M‑parameter model, and its code is publicly released.

Embodied AITransformerco-design

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BodyGen: A Bio‑Inspired Embodied Co‑Design Framework for Autonomous Robot Evolution

Fighter's World

Nov 18, 2024 · Product Management

Uncovering AI Product Design Challenges: Insights from OpenAI and Anthropic CPOs

The article distills a fireside chat between OpenAI’s CPO Kevin Weil and Anthropic’s CPO Mike Krieger, highlighting how uncertainty, iterative co‑design, evolving product‑manager skills, human‑AI collaboration, non‑deterministic UI, and emerging trends like proactivity, asynchrony, multimodality and personalization shape modern AI product development.

AI product designco-designevaluation

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Uncovering AI Product Design Challenges: Insights from OpenAI and Anthropic CPOs

DataFunTalk

Apr 30, 2022 · Artificial Intelligence

Insights into BIDMach: An Unusual Machine Learning Framework and Thoughts on Building Industrial‑Grade ML Systems

The article introduces BIDMach, a compact Scala‑based machine‑learning framework built with JNI‑driven CUDA/MKL, explains its three‑layer architecture, and discusses broader considerations for designing usable, high‑performance, and extensible industrial AI frameworks, emphasizing co‑design, algorithm‑framework co‑evolution, and ecosystem factors.

BIDMachFrameworkIndustrial AI

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Insights into BIDMach: An Unusual Machine Learning Framework and Thoughts on Building Industrial‑Grade ML Systems