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On 2026-02-23, elvissun said their orchestrator "Zoe" was consuming more than 24…

2026-02-23 · 13:07 UTC ·elvissun ·0 min read

Brief

Elvissun describes an optimization to an OpenClaw-based agent orchestration setup in which the orchestrator, Zoe, had been wasting 24M+ Opus tokens per day on idle monitoring. The fix was a lightweight event-driven design: a bash pre-check handles idle-state detection without model calls, and a webhook triggers Opus only on demand. The author reports roughly 95% lower token usage and more reliable output after the change.

Why it matters

On 2026-02-23, elvissun said their orchestrator "Zoe" was consuming more than 24 million Opus tokens per day monitoring agents that were not actually running.

Key details

  • They replaced a cron-based approach with a two-layer system: a bash pre-check that uses zero tokens when idle, plus a webhook that invokes Opus only when needed.
  • The change reportedly cut token usage by about 95% and improved reliability, reinforcing the author's view that an event-driven stack may be preferable for agent orchestration with OpenClaw and Codex/ClaudeCode-style agents.
Source evidence

title: @elvissun: zoe was burning 24M+ opus tokens/day monitoring agents that weren't running.

re...
author: elvissun
contenttype: twitterarticle
published: 2026-02-23T13:07:46+00:00
source_url: https://x.com/elvissun/status/2028671336219107687

word_count: 108

zoe was burning 24M+ opus tokens/day monitoring agents that weren't running.

replaced her cron with

zoe was burning 24M+ opus tokens/day monitoring agents that weren't running.

replaced her cron with a 2-layer system:
- bash pre-check, zero tokens when idle
- webhook fires opus only when needed.

~95% token reduction and more reliable output. details below.

(set up a cron to watch this performance, if it works well I'll double down on this event driven stack, seems like the future)

OpenClaw + Codex/ClaudeCode Agent Swarm: The One-Person Dev Team [Full Setup]

I don't use Codex or Claude Code directly anymore.
I use OpenClaw as my orchestration layer. My orchestrator, Zoe, spawns the agents, writes their prompts, picks the right model for each task,...

Posted: 2026-02-23T13:07:46.000Z

Engagement: 2151 likes, 185 retweets, 118 replies