LoopWAM: Closed-Loop Generalist Policy Improvement from Deployment Rollouts
[Public alpha] Probability forecasting protocols, delayed-reward agent rollouts, and verifiable real-world task environments.
Synchronize Codex session provider metadata across rollout files and SQLite state.
π Zero Downtime Deployment for Docker Compose
Infinite Interactive World Rollout on a Single Desktop GPU
π¬ Beautiful, performant feature flags for Ruby.
Feature flippers.
π Blazing fast hot updates (OTA) for React Native β Hermes-optimized diff patches, crash rollback, staged rollout. A CodePush alternative for iOS / Android / HarmonyOS.
Microsoft.FeatureManagement provides standardized APIs for enabling feature flags within applications. Utilize this library to secure a consistent experience when developing applications that use patterns such as beta access, rollout, dark deployments, and more.
Library to watch and follow kubernetes resources in CI/CD deploy pipelines
KubeStellar - a flexible solution for multi-cluster configuration management for edge, multi-cloud, and hybrid cloud
Self-hosted Expo OTA Updates alternative to EAS Update, on the official Expo Updates protocol. Multi-app dashboard, progressive rollouts, instant rollbacks, and per-update crashes, metrics and logs from every device via expo-observe. Your bucket, your CDN, your data. Formerly expo-open-ota.
AxisRL is an agentic RL post-training framework built on SGLang rollout, Megatron training, and real-world agent workflows.
π¬ OraRL β Annotations as Rollouts for efficient, scalable reinforcement learning of unified video MLLMs.
Rollout inference runtime for Agentic RL and multi-turn code agents
FlashREINFORCE: Critic-Free, Single-Rollout, Asynchronous RL for Agentic Language Models
:dog: Beagle is designed to be the unified platform for the broader Recursive Self-Improvement (RSI) ecosystem. Think of it as Hugging Face Trainer for agent evolution. Its efficient rollout engine enables evaluation and evolution at scale across different agents, datasets, benchmarks, and evolution methods.
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Official Implementation for Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout
Helix's mission: optimize harnesses for models, then automatically turn harness-generated rollouts into trainable agent data.
The 24-Hour Roll-Out Effect in Binance Perpetual Futures
Zero-downtime Docker Compose deploys over SSH with docker-rollout. Health-checked rollout with automatic rollback, migrations hook, ephemeral registry login. Plain Bash, no Kubernetes
A curated paper list on On-Policy Distillation (OPD) & On-Policy Self-Distillation (OPSD) for LLMs β student rollouts + teacher feedback, covering white-box/black-box methods, OPD-RL hybrids, agentic & multimodal applications, and industrial multi-teacher recipes.
Official implementation of SOVA: Strict Outcome-Conditioned Virtual Advantages for Video Reasoning. Correctness-oriented calibration for TW-GRPO without extra rollouts.
React Native & Expo OTA updates, powered by Pakta. An open-source SDK and alternative to CodePush and EAS Update, with delta updates, staged rollouts and crash rollback for iOS, Android and HarmonyOS.
Progressive Delivery for Kubernetes