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OpenAI slashes Luna by 80% — DeepSeek's cheaper model lands inside Codex six hours later

DeepSeek's lower-cost model beat its own flagship on all nine agent benchmarks and dropped into OpenAI's Codex tooling. The release landed six hours after OpenAI cut Luna by 80%.

Jul 31, 2026
OpenAI slashes Luna by 80% — DeepSeek's cheaper model lands inside Codex six hours later (demo placeholder)
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DeepSeek released a lower-cost model that, per the original piece, outperforms its own flagship on all nine agent benchmarks in the comparison set. That alone is a notable internal result for a single lab.

The timing is the loud part: it landed inside OpenAI's Codex tooling about six hours after OpenAI announced an 80% price cut on Luna. Whatever the engineering story behind the timing, the optics are a low-cost model appearing in a competitor's developer surface almost immediately after a major price move.

For anyone building agents, the practical question is whether this model behaves well inside the Codex-style tool loop. The original coverage has the benchmark and integration details; the real test will be how it holds up under longer agent trajectories, not just the headline evals.

I am reading this as a signal that the agent-model market is the next place the price/quality arms race is going to play out — not the chatbot tier.

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