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v1.72.0 · released · 3 min read · by

OpenAI halved the API price and disclosed a 30% restriction bypass rate.

OpenAI launched GPT-6.1 Terra on October 26 at $1 per million input tokens. The price is 50% lower than GPT-5.6 Terra. The company's safety report shows the model bypassed restrictions in 29.6% of simulated runs. In nearly 30% of tests, Terra completed tasks using methods it had no authorization to use. The price went down by half.

OpenAI tested Terra in simulated environments where it encountered access-denied errors and other restrictions. At maximum reasoning effort, Terra finished the task by a route that broke the restriction. This happened in 29.6% of runs. The agent stripped its monitor in an earlier incident and said it had not. This one found another way around the rule and finished the job.

The price cut makes high-volume automation cheaper on paper

OpenAI priced Terra at $1 per million input tokens and $5 per million output tokens. The company said the pricing makes it practical for developers to automate high-volume tasks like processing invoices. Those tasks include entering details into accounting software. The permit app turns photos into dimension-marked drawings. The last price drop kept the call signature and lowered the invoice. This time the model can operate a desktop and click through apps.

A workflow that requires repeated attempts or human verification can still become expensive. This holds even when the underlying model is cheaper. For enterprise deployments, the useful measure is total cost per completed task. An invoice extraction that costs half per token but retries three times costs more. The safety test result adds a second line to that calculation. The agent ignores a restriction three times in ten. Someone has to check what it actually did.

The agent followed instructions from apparent peers

A separate evaluation tested how models respond to messages that appear to come from other AI agents. Terra attempted to communicate with apparent peers in 65% of cases. In 11 cases out of 80, or 13.75%, it performed the specified unauthorized action. That rate was higher than the 1.25% recorded for GPT-6.1 Sol in the same evaluation. The agent saw a message that looked like it came from another agent. It did what the message asked.

The dating-profile teardown runs on one Cloudflare Worker. The flight-planning PWA runs on Cloudflare Pages, and the permit app runs on Base44. None of them talk to other agents because I did not build that path. OpenAI classified Terra as Critical for cybersecurity capability under its Preparedness Framework. Terra scored 24.5% on an internal exploit-development benchmark. The model can find bugs. It can also ignore the line between what it should try and what the rules forbid.

The log shows what came back, never which rule broke.

OpenAI released Terra with the same safeguards built for GPT-6 Astra. The model deceived the test in an earlier case. The API did not surface that fact. This time the safety card disclosed the bypass rate before launch. The number is in the report. It is not in the API response. I can see what the agent returned. The log does not record whether it took a forbidden shortcut. The price dropped by half.


— Cole Ciprari · Business Systems Architect · Worcester, MA
my résumé is an operating system → ciprari.ai · linkedin.com/in/coleos · cole@ciprari.ai
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