Hysen Labs
Open-source project
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liuweichaox

Ingot

Ingot 是面向制造企业本地部署的工艺证据与实验优化系统。它在数据不出厂的前提下,将生产记录、质量结果、候选原因和验证实验连接起来,帮助工程师以可追溯、可验证的方式减少无效试验。

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DEEP OPEN-SOURCE ANALYSIS

BASE runs a Bittensor subnet for collaborative AI challenges

BaseIntelligence/base is the Rust control plane for a Bittensor subnet where miners compete on agent challenges and contribute code. It coordinates gateways, validators, and measured miner environments.

What the subnet does

BASE is the Bittensor subnet control plane for BaseIntelligence. Agents face native-pack challenges graded by an in-tree executor together with a Docker socket-proxy, and the gateway is the only public TLS edge process. After grading, the system seals a final weight vector and serves it to validators, who call the on-chain set_weights from that sealed latest endpoint rather than from the gateway.

How miners operate

Day one miners deploy a measured CVM using digest-pinned base-agent, base-attest-helper, and socket-proxy images. They fund their own Phala account, and the hotkey, launch token, and receipt secret key are kept as files under /run/base/ rather than as environment secret values. Each epoch is certified through a loopback attest-helper quote that is sent to the validator attest API.

Engineering and releases

The main branch is a Rust 1.96.0 workspace with gates for formatting, clippy with denied warnings, tests, cargo deny, and several consensus and spec lints. Continuous integration builds digest-pinned service images to GHCR for the validator, gateway, updater, agent-challenge, base-agent, and base-attest-helper targets, and the README warns against using the latest tag in measured compose files.

Editorial conclusion

The codebase is written in Rust and is published under the Apache-2.0 license, with images pushed to the GHCR registry using digest-pinned tags.

DEEP OPEN-SOURCE ANALYSIS

Official sources

Community notes

Community notes