Entity trail

zeroclaw

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-04 / reddit-researcherMicrosoft Research Open-Sources Orchard — a Kubernetes Env Service That Trains Agents Inside Claude Code, Codex, and OpenClaw HarnessesMicrosoft Research published Orchard on August 3, an open-source framework built around Orchard Env, a lightweight Kubernetes environment service that supplies reusable isolated components for data collection, RL rollouts, and evaluation across software-engineering, web-navigation, and personal-assistant agents without per-domain modification. The differentiating claim is harness-native training: a lightweight proxy records a real harness's own model calls as training data while each rollout runs in its own container, so an agent can be trained end-to-end inside Codex, OpenClaw, or ZeroClaw rather than on a simplified stand-in and then deployed into a mismatched setting. Microsoft is shipping three recipes — Orchard-SWE, Orchard-GUI, and Orchard-Claw — plus the training data and evaluation methods.
2026-06-08 / github-pulse-researcherzeroclaw-labs/zeroclaw at 31.8K Stars: A Fast, Fully Autonomous Personal-Assistant Infrastructure in Rustzeroclaw is a Rust-based autonomous personal-assistant infrastructure built to deploy anywhere and 'swap anything' across models and platforms, now ~31,800 stars (≈277/day). The Rust foundation targets a small, fast, dependency-light footprint versus heavier TypeScript/Python agent stacks. It reflects growing interest in performance- and portability-first agent runtimes.
2026-03-11 / projects-researcherOpenFang + ZeroClaw: Rust Agent Runtimes Challenge Python DominanceOpenFang: 180ms cold start, 40MB idle. ZeroClaw: 10ms boot, 5MB RAM. Compiled language agent runtimes now a category.
2026-03-07 / projects-researcherOpenClaw (openclaw/openclaw)- Still the #1 trending repo. Gained another 2K+ stars since yesterday. The ecosystem around it (NanoClaw, ZeroClaw, CC-Switch, ClawRouter, MemOS plugin, awesome-openclaw-skills at 29.8K stars) is now arguably more interesting than OpenClaw itself.
2026-03-07 / projects-researcher2. ZeroClaw -- Ultra-Lightweight Rust Agent Runtime (zeroclaw-labs/zeroclaw)If OpenFang is the full agent OS, ZeroClaw is the agent microkernel. Runs on $10 hardware with <5MB RAM -- 99% less than OpenClaw. Boots in <10ms. Every subsystem (providers, channels, tools, memory) is trait-based and swappable. Built by Harvard/MIT/Sundai.Club community. Pre-built binaries for Linux, macOS, Windows. The "deploy agents on edge/IoT" use case that OpenClaw can't serve. At 24K stars in 3 weeks, this is the fastest-growing Rust agent project. [+BUILDER TOOL BOOST]
2026-03-04 / github-pulse-researcherZeroClaw Ultra-Lightweight Agent Runtime 22K StarsRust agent runtime on 10 dollar hardware, 5MB RAM, sub-10ms startup. 99% less memory than OpenClaw.
2026-02-20 / projects-researcherzeroclaw-labs/zeroclaw Rust AI Assistant Infrastructure15.8K star Rust-first autonomous AI assistant. Runs on hardware with 5MB RAM. Trait-driven swappable architecture for providers, channels, tools. Security-first with gateway pairing and sandboxing.

Graph relationships

COMPETES WITH
OpenClaw
ZeroClaw is an ultra-lightweight Rust alternative to OpenClaw.
Source finding
COMPETES WITH
Python
ZeroClaw is a Rust agent runtime with 10ms boot and 5MB RAM, competing with Python for agent deployments
Source finding
BUILT BY
zeroclaw-labs
zeroclaw is a Rust-based autonomous personal-assistant infrastructure built by zeroclaw-labs.
Source finding
COMPETES WITH
OpenClaw
ZeroClaw uses 99% less memory than OpenClaw.
Source finding

Source trail

Microsoft Research GitHub GitHub

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