Miren maps a week of incidents to three system-design risks
The deployment vendor cites Railway, Zeabur, PHP, GitLab, Node.js, LiteLLM and OVH while promoting its open-source control plane.
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Stories tagged #deployment
Clinician use of language models diverges from how the models are evaluated
Study of 127,833 clinician queries finds LLM benchmarks poorly match real clinical assistant use.
Co-Evolving Robot Orchestrators and Policies through Deployment
Robo-COP co-evolves robot policies and orchestrators in deployment, raising real-world success from 38.3% to 50%.
Frozen Models, Evolving Expertise: Model-Agnostic Learning from Deployment Experience for Multimodal Medical AI
A model-agnostic memory framework lets frozen medical LLMs and VLMs improve online by up to 34.2%.
FastOPD: On-Policy Distillation for Lightweight VLA Deployment
FastOPD distills large vision-language-action models into few-step students that keep most performance at much lower latency.
datasette-publish-fly 1.4
Datasette-publish-fly 1.4 sets force_https in fly.toml, fixes a volume detection bug, and adds support for app-scoped Fly deploy tokens.
Large Language Models for HVAC Operations in Building Energy Systems: A Critical Review of Methods, Applications, and Deployment Readiness
Systematic review of 66 studies finds LLMs for HVAC operations are mostly research-stage, with no ready-now deployment and only four pilot-level studies.
Wire It, Run It, Deploy It: AI Workflows in Gradio
Hugging Face published a guide on wiring, running, and deploying AI workflows in the Gradio framework.