RE: LeoThread 2026-05-18 20-40

Many are alarmed by large AI spending. Behind the scenes, OpenClaw is exploring the question: How would software be built in the future if tokens don't matter?

About 100 Codex instances run continuously in the cloud, reviewing every PR and issue. When a fix lands on main, automated tooling eventually locates months-old issues and closes them with precise references

Codex analyzes every commit for security issues, since such problems are easy to miss

Codex is used to de-duplicate issues, detect clusters, and generate reports on the most pressing items

Agents can recreate complex setups, spin up ephemeral machines, log into services such as Telegram, record a before-and-after video, and attach it to the PR

Codex watches new issues and, if they align with the documented vision, automatically creates a PR that is then reviewed by another Codex instance

Instances scan comments for spam and block abusive accounts

Convenience stores are plenty in Japan like this Family Mart.
#japan #travel

Other instances verify performance benchmarks and report regressions to the project's communication channels

Agents monitor meetings and proactively begin work, for example creating PRs while new features are being discussed

A platform splits projects into functional units for targeted review and to detect bugs and regressions

The same partitioning is applied for security using Vercel's Deepsec and Codex Security to surface regressions and vulnerabilities

All this automation enables running the project extremely lean