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New direction · practical AI upgrades

Upgrade the AIyou already use.

Small, focused products that plug into your existing workflow. No new operating system to adopt. No fake magic. Useful tools, honest limits, and source that goes public only when the release is ready.

Example view read only

$ /cpu

Dataset buildrunning
720 / 1,000 units8 workersETA 14m

Named work. Real counters. Host pressure. No invented progress.

The standard

Open source means inspectable.

A GitHub badge is not enough. Every product has to arrive with the pieces a real person needs to understand, install, test, and remove it.

  • A public source repository
  • A clear install and removal path
  • Smoke tests and a reproducible release
  • Plain-language limits before the download button

Fits your stack

Tools should improve Codex, Claude, MCP hosts, and local workflows—not demand a platform migration.

Bounded by default

Read-only stays read-only. A useful view does not silently become process control or action authority.

Source earns the claim

Products are labeled open source only after the exact public repository and release artifacts exist.