Tag: performance

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Aug 20, 20267 min readAgent PlaybookIntermediate30 min build

Wasted Cycles — local wall-clock profiler for machine-blocking stalls in AI coding agent loops

Local-first wall-clock profiler that identifies machine-blocking stalls in AI agent loops: builds, tests, CI, containers. Run a checksum-verified binary to audit local traces and GitHub Actions.

wasted-cycles profiling ai-agents github-actions local-first

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Model BreakdownsUnited Kingdom

Open

May 16, 20267 min readTooling Deep DiveIntermediate

ai-ml-gpu-bench: a lightweight harness to compare CPU and GPU for Python ML training and local LLM inference

Guide to albedan/ai-ml-gpu-bench: clone a small harness to time Python ML training and local LLM inference on CPU vs GPU and export metrics to compare latency and cost.

benchmarking gpu cpu llm machine-learning

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mlops open-source performance

NewsUnited States

Open

May 07, 20267 min readModel Release BriefIntermediate

Gemma 4 adds Multi‑Token Prediction (MTP) — speculative decoding can speed generation up to 3×

Gemma 4 adds experimental Multi-Token Prediction (MTP), using speculative decoding to predict multiple tokens and deliver up to 3× faster generation with no reported quality loss.

Gemma 4 Google speculative decoding MTP model release

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local AI performance Apache-2.0