# Deep SIML Labs > Deep SIML Labs develops simulation-first systems for scientific machine learning, optimization, and future physical and materials research. Deep SIML Labs is early-stage and computational today. Physical experimentation, closed-loop learning, and materials discovery are long-term objectives unless a page explicitly presents measured evidence. Historical pages may contain superseded artificial-life or EranaOS positioning and are labeled accordingly. ## Primary pages - [Home](https://www.siml.life/): Company position, research thesis, current status, and long-term direction. - [Research](https://www.siml.life/research): SIML, optimization, simulation, scientific machine learning, open questions, and published artifacts. - [Approach](https://www.siml.life/approach): The current computational method and the clearly separated planned physical-feedback loop. - [Materials & Resources](https://www.siml.life/materials): Future materials directions, target properties, roadmap, and public technical resources. - [Notes](https://www.siml.life/notes): Current technical notes and contextualized historical writing. - [About](https://www.siml.life/about): Mission, company stage, principles, and commercial thesis. - [Contact](https://www.siml.life/contact): Research collaboration, partnership, investment, media, and general inquiries. - [Archive](https://www.siml.life/archive): Historical projects and superseded research positions. ## Research artifacts - [One bit to rule the planner: SIML FEPGate + V-JEPA 2](https://www.siml.life/research/VJEPA2-siml-fepgate): Benchmark; status: Current. - [Artificial Intelligence is for Amateurs: SIML, Free Energy Principle and Cognogenics as the Foundations Toward the Birth of True Artificial Life](https://www.siml.life/research/Artificial-Intelligence-is-for-Amateurs): Historical Paper; status: Historical. - [SIML Demo: Optimizing AI for Energy and Efficiency](https://www.siml.life/research/siml-demo): Historical Prototype; status: Historical. ## Notes and historical record - [Launching EranaOS: A Living Town of AI Agents](https://www.siml.life/notes/Launching-EranaOS): Archived Project; status: Archived. - [ChatGPT Psychosis: How Recursive Loops Break Minds and How SIML Stops It](https://www.siml.life/notes/ChatGPT-Pychosis-How-Recursive-Loops-Break-Minds-and-How-SIML-STops-It): Commentary; status: Historical. - [From Pixels to Predictive Codes: What V‑JEPA 2 Means for Embodied-Simulation Research](https://www.siml.life/notes/From-Pixels-to-Predictive-Codes-What-V-JEPA-2-Means-for-Embodied-Simulation-Research): Technical Note; status: Current. - [Deep SIML Labs: Launching the Future of Emergent Intelligence](https://www.siml.life/notes/Launch-Deep-SIML-Labs): Historical Work; status: Historical. ## Machine-readable resources - [Full site context](https://www.siml.life/llms-full.txt): Consolidated company positioning and the full Markdown text of public research and notes. - [Sitemap](https://www.siml.life/sitemap.xml): Canonical index of public routes. - [Robots policy](https://www.siml.life/robots.txt): Crawler policy.