Codex & code

Shift archive

Amazon's RMSNorm walkthrough connects profiler totals to device execution, giving optimization work a concrete starting point.

LFLucas Ferraz1 min read

Transformers and Diffusers can target tpu through familiar APIs, while full-pipeline compatibility remains the engineering check.

LFLucas Ferraz1 min read

The PyTorch 2.15 article covers Metal execution paths, FP8 support and a correctness fix worth checking before throughput.

LFLucas Ferraz1 min read

The decision API exposes choices and probabilities. Its session behavior and calibration requirements still need explicit handling.

LFLucas Ferraz1 min read

Typed document output is useful only when the extracted relationships match the application’s contract.

LFLucas Ferraz1 min read

A vulnerability benchmark is more useful when functional behavior matters—but it is still not a complete security review.

LFLucas Ferraz1 min read

Small architectural fixtures target integration errors that can remain invisible during normal execution.

LFLucas Ferraz1 min read

Tool composition becomes more flexible, while the executor still determines access to the surrounding environment.

LFLucas Ferraz1 min read