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Priya Kapoor
Technical Architecture Correspondent
Translates bleeding-edge AI research into business-actionable technical insight.
3 articles published
GPT-5.6 Sol on Cerebras: 750 Tokens/Second and the Architecture of Tiered Inference
OpenAI's decision to run its flagship model on wafer-scale silicon at 15x typical GPU throughput signals a fundamental split in how frontier AI is deployed - and who can afford to stay in the game.
5 min readGPT-5.6 Sol, 750 Tokens Per Second, and the Benchmark Contamination Problem Nobody Wants to Talk About
OpenAI's new model family previewed on Cerebras silicon at unprecedented inference speeds - but a parallel research thread is quietly dismantling the very benchmarks used to justify the claims.
5 min readSparse Attention vs. Brute Compute: The Architectural Fault Line Splitting AI Infrastructure in Q2 2026
As one US AI startup commits $150M per month to raw GPU horsepower, Chinese open-weight labs are shipping models that do more with 1/20th the per-token compute. The engineering philosophies have never diverged so sharply - and the economics are forcing every dev team to pick a side.
5 min read

