Coding Agent Benchmarks Are Procurement Smoke, Not Release Gates
Public coding-agent benchmarks are useful procurement smoke tests. Production release gates need repo-local replay, terminal safety, rollback, and review evidence.
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Public coding-agent benchmarks are useful procurement smoke tests. Production release gates need repo-local replay, terminal safety, rollback, and review evidence.
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Head-to-head comparison of GPT-5.4, Claude Opus/Sonnet 4.6, and Gemini 3.1 Pro — benchmarks, pricing, and deployment strategy for March 2026.
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Gemini 3.1 Pro leads on ARC-AGI-2 (77.1% vs 68.8%) and GPQA Diamond (94.3% vs 91.3%). GPT-5.3-Codex dominates Terminal-Bench 2.0 at 77.3% and CyberSec CTF at 77.6%. Then the Humanity's Last Exam results detonated a credibility crisis: Anthropic reported 66.6% for Claude while independent evaluators
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