Tagged articles

Pareto Optimization

2 articles · Page 1 of 1

Machine Learning Algorithms & Natural Language Processing

Oct 22, 2026 · Artificial Intelligence

HarnessPro: Pareto-Optimized Recursive Self-Improvement Cuts Agent Costs While Boosting Performance

HarnessPro introduces a multi-agent recursive self-improvement framework that uses Pareto optimization and AI-generated tests to simultaneously increase task pass rates and reduce execution costs across Heavy, Medium, and Lite tiers, achieving 26% cost reduction with 2% pass-rate improvement over RHO on SWE-Bench Pro.

AI AgentsCost-Performance Trade-offHarnessPro

0 likes · 12 min read

HarnessPro: Pareto-Optimized Recursive Self-Improvement Cuts Agent Costs While Boosting Performance

SuanNi

Mar 4, 2026 · Artificial Intelligence

How to Fit Large Language Models into Cars and Robots: A Hardware‑Aware Scaling Law

This article presents a hardware‑aware co‑design framework for edge‑deployed large language models, revealing a scaling law that balances model accuracy and inference latency, and demonstrates how Pareto‑optimal architectures can be discovered quickly using roofline analysis and systematic search on devices like NVIDIA Jetson Orin.

AI inferencePareto OptimizationScaling Laws

0 likes · 15 min read

How to Fit Large Language Models into Cars and Robots: A Hardware‑Aware Scaling Law