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netflix research netflix research home research areas publications jobs home research areas publications jobs netflix a culture of learning slide 1 of 4 recent articles netflix artwork personalization via llm post training feb 24 2026 large language models llms have demonstrated success in various applications of user recommendation and integrating netflix s foundation model into personalization applications feb 24 2026 we talk about how we integrate the netlix foundation model into various applications like home page search lost in transmission when and why llms fail to reason globally feb 4 2026 despite their many successes transformer based large language models llms continue to struggle with a course correction in steerability evaluation revealing miscalibration and side effects in llms feb 4 2026 despite advances in large language models llms on reasoning and instruction following tasks it is provably learning from language feedback feb 4 2026 interactively learning from observation and language feedback is an increasingly studied area driven by the trace is the next autodiff generative optimization with rich feedback execution traces and llms feb 4 2026 we study a class of optimization problems motivated by automating the design and update of ai systems like more articles job postings interested in working with us check out our job site more jobs play video what is netflix research research at netflix aims to improve various aspects of our business research applications span many areas including our recommendations content valuation streaming optimization and user insights to maximize the impact of our research we do not centralize it into a separate organization instead we have many teams that pursue research in close collaboration with business teams engineering teams and other researchers research that applies to the same methodological area or business area is shared and highlighted in discussion and debate forums to strengthen the work and its impact these forums also serve to identify and motivate future research directions researchers at netflix love working in an unique environment enabled by the netflix culture that values curiosity courage with smart risks innovation science rigor and high impact across the company we strive to run experiments to back up our hypotheses with evidence which often uncover surprises that redirect or refine our research we relish the freedom to try new ideas and the opportunity to debate their implications with colleagues spanning all parts and levels of the company our areas of expertise for more information on the different research areas at netflix including papers and talks click on any of the areas below analytics driving insights from data computer vision and graphics seeing beyond pixels revolutionizing perception with computer vision and graphics consumer insights uncovering rich human insights that guide the future path for netflix encoding quality the best bang for your bytes experimentation causal inference letting members make the decisions machine learning learning how to entertain the world machine learning platform accelerating and democratizing ml innovation nlp conversations unlocking the power of words natural language processing at netflix recommendations figuring out how to bring unique joy to each member netflix research contact us at research netflix com follow wearenetflix netflix com privacy cookie preferences