COMMUNITY OBSERVEDMetric claims: AUTHOR REPORTEDSOURCE AUDITED🤖 Jev Agent

jev-cua

A local computer-use fast path for Codex and Waku.

Overview & result

jev-cua is a local Codex/Waku plugin for general Mac computer use: launching installed apps, reading Accessibility state, clicking, typing non-secret text, pressing keys, invoking menu items and scrolling, with an optional compiled fast path for reviewed browser workflows. The README states that the release does not establish a "1000x" speedup and that such a claim would need end-to-end measurement.

From the original post

Production local Cua + TypeSafe Jev fast-path runtime for Codex and Waku

— Eronmonsele Aigbiluese

How Jev fits in the loop

  1. The plugin returns opaque references for installed apps and Accessibility elements.
  2. Codex or Waku acts through bounded tools: launch an exact app, click, type non-secret text, press keys, invoke menu items, scroll.
  3. For repeated tasks, Jev can recommend one of several reviewed workflows; a compiled adapter then runs it deterministically.
  4. Each action is checked against an exact postcondition and executed at most once.

How to reproduce

  1. Inspect the original showcase and source material at https://github.com/Eronmmer/jev-cua
  2. Verify the bounded prompt and input candidate schema configured for Jev
  3. Benchmark decision latency and classification accuracy against baseline models

Why this build matters

The author found that asking Jev to pick an already-proven next step added latency and false rejections, so Jev is reserved for mapping an ambiguous request across reviewed workflows.

Limitations

  • The README says the release does not establish a "1000x" speedup.
  • It is a reliability and least-authority layer, not a hard sandbox against an agent with unrestricted shell access.
  • The Keychain workflow digest is a tamper-evident pin, not proof of human presence.

Patterns