Aug 31, 2026 · Artificial Intelligence

How Uber Transforms AI Programming into a Scalable Software Factory

Uber’s engineering blog reveals how the company embeds AI agents across the entire software lifecycle—covering code review, CI fixes, alert triage and routine maintenance—by defining a four‑layer agent model, breaking cost into six variables, and applying Pareto‑efficient model routing to keep usage growth from exploding the bill while delivering measurable productivity gains.

AI agentsContext GraphCost Optimization

0 likes · 25 min read

How Uber Transforms AI Programming into a Scalable Software Factory

DataFunTalk

Jun 15, 2021 · Artificial Intelligence

Personalized Approximate Pareto-Efficient Recommendation (PAPERec): A Multi‑Objective Reinforcement Learning Framework for User‑Level Objective Personalization

The paper introduces PAPERec, a personalized multi‑objective recommendation framework that leverages Pareto‑oriented reinforcement learning to generate user‑specific objective weights, enabling the model to approximate Pareto‑optimal solutions and achieve superior click‑through rate and dwell‑time performance in both offline and online experiments.

CTRPareto efficiencydwell time

0 likes · 12 min read

Personalized Approximate Pareto-Efficient Recommendation (PAPERec): A Multi‑Objective Reinforcement Learning Framework for User‑Level Objective Personalization