A self-hosted, secure code execution sandbox for LLM agents deployed on your cloud infrastructure using SkyPilot. Built on llm-sandbox for multi-language code execution.

Eval-driven, domain-transferable AutoResearch framework — delivered as skills for coding agents (Claude Code, Codex). Autonomous driving + robotics first.

A full-stack platform for designing reinforcement learning environments, running GPU-backed training, and monitoring agents in real-time.

An example showing how to cost-effectively run AI worklooads using SkyPiliot and Dagster

Python control plane for inference and self-improving systems: launch, route, scale, and observe LLM workloads on your cloud with a clean SDK, from disaggregated serving to RL rollouts.

Conservative CLI planner for LLM fine-tuning method, GPU fit, budget, and SkyPilot configs.

Multi-node PyTorch DDP fine-tuning of a causal LM on Nebius GPU Kubernetes, with SkyPilot workload orchestration — a 2-node torchrun job with verified NCCL collectives.

Cloud-distributed Monte Carlo sampling for quantum error correction. Partitions Stim circuits across SkyPilot-managed spot instances, each running unmodified sinter collect, then merges results via sinter combine.

SkyPilot: Run AI and batch jobs on any infra (Kubernetes or 12+ clouds). Get unified execution, cost savings, and high GPU availability via a simple interface.

Open-source multi-cluster AI inference platform. Define functions once, deploy anywhere with KV-cache-aware smart routing, multi-tenancy, and autoscaling. Built on SkyPilot, vLLM, KAI Scheduler.

INAV firmware experiments for D-term pre-differentiation filtering, scheduler cleanup, and SkyPilot H743 hardware support.

Model-agnostic biomedical segmentation MLOps platform extending the MONAI ecosystem. Preclinical vascular imaging with Docker-per-flow isolation, SkyPilot intercloud compute, and Spec-driven development (?). Companion code to the VASCADIA manuscript.

Cheap, on-demand cloud GPU running an OpenAI-compatible vLLM/llama.cpp endpoint, reachable from any tool via a stable public URL.