Urgent.News

What's breaking now, across thousands of outlets.

Tech

Limitcast weekly update, 13 November: Codex and Grok catch up

Sam Stull · 13 November 2026 Limitcast 0.19.4 is on npm and GitHub. It and 0.19.3 bring the optimizer's pruning proposals, subagent receipts and alerts to Codex and Grok, and fix a Grok pruning defect in 0.19.3. Both were checked in live Codex and Grok sessions. What shipped New this week: Codex and Grok get the same optimizer, receipts and alerts as Claude Code. Two releases, 0.19.3 and 0.19.4…

In the weekly update on the Limitcast, version 0.19.4 of the optimizer, subagent receipts, and alerts were added to Codex and Grok. Both tools now share the same optimizer, receipts, and alerts as Claude Code. The optimizer was previously only available in version 0.19.0, which was not released on npm. Seven releases have been made since the previous update.

For Codex and Grok users, pruning proposals are now available. The optimizer proposes MCP servers and allows users to disable them in their project's config file. Codex also keeps its three built-in candidates, while Grok proposes servers but does not remove built-in tools.

Subagent receipts for Codex and Grok were also introduced. Codex computes receipts when the subagent stops, while Grok writes receipts after the stop hook. There were some issues with Grok's apply command not taking effect in 0.19.3, but it was fixed in 0.19.4 by writing a stub command that never runs. The receipt for Grok shows usage in API-equivalent dollars, while Codex receipts are computed based on the 5-hour window.

Additional features introduced include a fat-tool notice, fat-tool limit, and starting-context alert for Codex and Grok. The optimizer had a few fixes, such as correcting mistyped options and ensuring commands no longer undo each other. These fixes were necessary due to issues discovered during an audit.

To take advantage of the new hooks after upgrading, users need to run limitcast install --guard --alerts again, restart Claude Code, Codex, and Grok, and approve the new hooks in Codex. Some other updates include version 0.18.2, which now fails with "Unknown option" for mistyped options, 0.18.3, which prevents commands from undoing each other, and 0.19.2, which fixed optimizer issues related to learned command replacements and cache contamination.

The optimizer is opt-in, and users can refer to the optimizer guide for more information. The update was tested using isolated live sessions of Codex 0.169 and Grok 1.0.77. The Grok defect and Codex encryption issues were discovered through these tests, which showed that unit tests had passed but real-world usage revealed different results.

Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.

This story

This is one outlet's version. Read the fullest account.

Read the original at dev.to →

More in Tech

Line Art Breaks Upscalers in a Way Photos Never Do

Take a manga panel, a webtoon strip, or a flat-shaded anime still and run it through the same upscaler you use on photographs.

  • Line art differs from photos in signal type, having only ink and paper values.
  • Upscaling line art distorts edges, creating fuzzy or dotted patterns.
  • Sub-pixel information manipulation causes noticeable artifacts in line art.

DPO vs RLHF: which should you use to align a model?

Use DPO first: it learns from the same preference labels as RLHF but drops the reward model and the online sampling loop, so it is cheaper, faster and easier to debug.

  • DPO is cheaper, faster, and easier to debug than RLHF
  • RLHF requires a reward model and PPO loop, making it more expensive and time-consuming
  • DPO often matches or improves response quality in summarization and single-turn dialogue

A 15-minute nap alarm, one tap away

https://play.google.com/store/apps/details?id=com.droidactor.alarm A short rest after lunch should not need another alarm's hour and minute. Open Quick nap in Dotori Alarm Clock.

  • Quick nap feature in Dotori Alarm Clock app
  • 15-minute nap alarm scheduled with one tap
  • Nap alarm uses default settings and snooze limit

More from Saturday 14 November →