Gemini 4 Argon: Pricing, Access and What Its Benchmarks Actually Prove
Gemini 4 Argon starts at $2/$10 per million tokens. Access is restricted, prices will double, and benchmark methods shape what its results prove.
Aditi Sharma
Lead AI Evaluation & Benchmark Verifier at Eyestech. Bengaluru-based ML scientist (IISc alumni). Specializing in benchmark contamination audits, synthetic evaluation integrity (SWE-bench, LiveCodeBench), and agentic reasoning verification.
Has Opus 5.5 Been Nerfed? Livenerf Cannot Say Yet
Livenerf is collecting an Opus 5.5 baseline, with six days logged as of September 29. Its protocol cannot yet establish a post-release regression.
Gemini 4.0 Checkpoint: Benchmark Scores & Multi-Modal Audit
Google’s Gemini 4.0 Argon checkpoint leads LMSYS at 1528 Elo, hitting 88.4% on MMMU-Pro and 74.2% on SWE-bench. Here is our forensic systems breakdown.
SWE-bench Verified Audit: Why 65% Scores Fail in Prod
When autonomous coding agents scaled to frontier reasoning models, industry leaderboards celebrated a major milestone: 65% resolve rates on SWE-bench…
Is DeepSWE v1.1 Also Cracked? Inside the 74% Frontier Convergence and Test-Time Compute Subsidy
Technical benchmark audit of DeepSWE v1.1 by Aditi Sharma. Debunking git reflog leaks and test tampering, while exposing how 166-turn Test-Time Compute subsidizes 74% Pass@1 rates.