OpenAI spends one point three million tokens for three people to do the work of a hundred

Published on May 24, 2026 | Translated from Spanish

Peter Steinberger, creator of OpenClaw and OpenAI employee, has revealed that his project consumed $1.3 million in API tokens in a single month. Using GPT-5.5 as the engine, they processed 603 billion tokens across 7.6 million requests, all covered by OpenAI as a research investment. A team of three orchestrates 100 Codex agents in parallel.

Three human silhouettes standing before a massive holographic command console, orchestrating one hundred glowing Codex agent nodes arranged in parallel grid formation, each node pulsing with data streams and token counters, a vast API token meter displaying 603 billion consumed units, floating GPT-5.5 engine core radiating blue energy at center, real-time request flow lines connecting agents to processing servers, server racks stacked in deep background with blinking status LEDs, dramatic cinematic lighting, photorealistic technical visualization, sleek metallic surfaces, high-tech control room atmosphere, dynamic motion blur on data streams, ultra-detailed engineering aesthetic.

100 Codex agents automate code review and bug detection 🤖

The system deploys about 100 Codex agents in parallel for tasks such as code review, vulnerability detection, issue deduplication, automatic solution writing, and benchmark monitoring. Steinberger detailed that this architecture allows an open-source project to maintain the cadence of a much larger team. Requests are distributed among specialized agents that work without constant human intervention, optimizing each phase of development.

OpenAI's AI resolves issues while humans drink coffee ☕

While the human team takes a break, the 100 Codex agents handle code review, detect vulnerabilities, and even write solutions. The curious part is that the $1.3 million bill is paid by the same company that sells the tokens. It seems the strategy is to spend money on their own API to prove it works, even though the monthly budget of some indie projects is less than an intern's salary.