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MarkTechPost
marktechpost.com > 08/29/2026 > mirros-code-as-world-executable-world-representations > amp

Meet 'Code-as-World': An Agentic Loop That Rewrites Real Videos Into Executable MuJoCo Physics Programs

2+ week, 6+ hour ago   (543+ words) Meet ‘Code-as-World’: An Agentic Loop That Rewrites Real Videos Into Executable MuJoCo Physics Programs MarkTechPost MirroS released Code-as-World: a paradigm that represents physical worlds through executable world representations. The argument is narrow and testable: pixels are evidence of a physical…...

MarkTechPost
marktechpost.com > 08/11/2026 > the-video-production-stack-now-fits-on-one-desk-ltx-2-5-launches-as-nvidia-accelerated-open-weights-world-model > amp

The Video Production Stack Now Fits on One Desk: LTX-2.5 Launches as NVIDIA-Accelerated Open Weights World Model

1+ mon, 1+ day ago   (773+ words) MarkTechPost Video production is shifting as social clips, ad creative and film pre-visualization move from cloud to local GPUs. LTX today released LTX-2.5, an open weights world model for video generation, real-time applications, and physical AI, built for exactly that…...

MarkTechPost
marktechpost.com > 07/12/2026 > guide-to-loop-engineering

Guide to Loop Engineering: How 'autoresearch' and 'Bilevel Autoresearch' Turn AI Agents Into Autonomous Machine Learning ML Research Loops

2+ mon, 11+ hour ago   (565+ words) Most people still use AI like a 2015 search box. You type, you read, you type again. A newer pattern replaces that manual back-and-forth with a loop. This guide explains loop engineering using two verified artifacts. The sources are Andrej Karpathy’s…...

MarkTechPost
marktechpost.com > 03/31/2026 > liquid-ai-released-lfm2-5-350m-a-compact-350m-parameter-model-trained-on-28t-tokens-with-scaled-reinforcement-learning

Liquid AI Released LFM2.5-350M: A Compact 350M Parameter Model Trained on 28T Tokens with Scaled Reinforcement Learning

5+ mon, 1+ week ago   (334+ words) In the current landscape of generative AI, the ‘scaling laws’ have generally dictated that more parameters equal more intelligence. However, Liquid AI is challenging this convention with the release of LFM2.5-350M. This model is actually a technical case study in intelligence…...

MarkTechPost
marktechpost.com > 03/27/2026 > nvidia-ai-unveils-prorl-agent-a-decoupled-rollout-as-a-service-infrastructure-for-reinforcement-learning-of-multi-turn-llm-agents-at-scale

NVIDIA AI Unveils ProRL Agent: A Decoupled Rollout-as-a-Service Infrastructure for Reinforcement Learning of Multi-Turn LLM Agents at Scale

5+ mon, 2+ week ago   (362+ words) Multi-turn agent tasks involve interacting with external environments, such as code repositories or operating systems, via iterative tool use. Many existing frameworks—including SkyRL, VeRL-Tool, Agent Lightning, rLLM, and GEM—embed rollout control directly within the training process. This tight…...

MarkTechPost
marktechpost.com > 02/08/2026 > how-to-design-production-grade-mock-data-pipelines-using-polyfactory-with-dataclasses-pydantic-attrs-and-nested-models

How to Design Production-Grade Mock Data Pipelines Using Polyfactory with Dataclasses, Pydantic, Attrs, and Nested Models

7+ mon, 4+ day ago   (223+ words) We set up the environment and ensure all required dependencies are installed. We also introduce the core idea of using Polyfactory to generate mock data from type hints. By initializing the basic dataclass factories, we establish the foundation for all…...