Topic
pipelines
Logistics Ports and Pipelines Reshape Middle East Trade Beyond the Strait of Hormuz
DP World has confirmed plans for two new terminals on the UAE's east coast, outside the Strait of Hormuz, adding a combined 2.5 million TEU of container capacity and 5.3 million tonnes of general cargo. Rival Gulftainer is expanding Khorfakkan terminal. Meanwhile, pipeline projects accelerate to bypass Hormuz for crude oil, though refined products remain exposed.
FAPO Framework Lets Claude Code Autonomously Optimize Multi-Step LLM Pipelines, Beats Baseline by 14.1 Points
Researchers introduced FAPO, a framework that lets Claude Code autonomously optimize multi-step LLM pipelines by evaluating intermediate steps, diagnosing failures, and making scoped changes. Across six benchmarks and three task models, FAPO beat the baseline GEPA in 15 of 18 comparisons, with a mean gain of +14.1 percentage points.
CPU-Based Classifiers Can Match GPU Performance for LLM Safety at Fraction of Cost, Research Shows
A new study from researchers Majhi, Vasudev, Gupta, Dhruv, Singh, Advait, Barker, and Kumar evaluates CPU-based classifiers for LLM safety, finding they match transformer GPU models on in-distribution data at roughly one-fifth the deployment cost. The paper introduces GuardChain, a three-stage pipeline that routes prompts to the cheapest capable stage, resolving 80% of in-distribution traffic on CPU alone.