# Valstorm Agent Runtime (vsagent) > Enterprise-grade autonomous AI execution runtime, ReAct loop, and parallel subagent swarm engine for developer workstations, CI pipelines, and remote team automation. - **GitHub Repository:** https://github.com/Valstorm-Corp/valstorm-agent - **License:** PolyForm Noncommercial License 1.0.0 (https://polyformproject.org/licenses/noncommercial/1.0.0) - **Installation:** `uv tool install --from git+https://github.com/Valstorm-Corp/valstorm-agent.git valstorm-agent --force` - **Language/Stack:** Python 3.10+ / Rust Native Extensions - **Web Documentation:** https://www.valstorm.com/free-tools/valstorm-agent ## Key Capabilities - **Persona-Scoped Tool Registries (-64.8% Tokens):** Instead of dumping 30+ tool schemas into every prompt, vsagent scopes tool access per profile (developer, researcher, archivist, backend-tester), cutting token usage by 64.8% and inference costs by 2.8x. - **Non-Blocking Parallel Subagent Swarms (background=True):** Spawns isolated child subagents via asyncio.create_task in under 70ms and awaits completion with asyncio.gather(), compressing wall-clock execution time to the slowest single worker. - **170+ On-Demand Procedural Skills (SKILL.md):** Loads battle-tested standard operating procedures (TDD, bash-scripting, systematic debugging) on demand to eliminate operational regressions like missing chmod +x permissions. - **Human-in-the-Loop & Ephemeral Sandboxes:** High-risk operations automatically pause via confirmation_required, while untrusted code runs inside isolated Docker containers or E2B sandboxes. ## Quickstart ```bash # 1. Install vsagent globally via uv uv tool install --from git+https://github.com/Valstorm-Corp/valstorm-agent.git valstorm-agent --force # 2. Launch interactive multi-turn REPL with a specialized profile vsagent chat --profile developer --model gemini-flash-latest # 3. Execute a headless single-prompt task in CI or local terminal vsagent chat -p "Run pytest and fix any failing assertions" --profile backend-tester # 4. Run the 6-axis scientific benchmark & ablation harness uv run python -m benchmarks.runner --ablation all --mode mock ```