StackOverflow blog

“Translation is the tip of the iceberg”: A deep dive into specialty models

Olga Beregovaya, VP of AI at Smartling, joins Ryan and Ben to explore the evolution and specialization of language models in AI. They discuss the shift from rule-based systems to transformer models, the importance of fine-tuning for translation tasks, and the role of human translators in ensuring reliable, high-quality output. They also touch on the implications of AI in language education and the challenges faced in implementing LLMs in enterprise workflows. https://stackoverflow.blog/2025/02/2

Variants of LoRA

Want to train a specialized LLM on your own data? The easiest way to do this is with low rank adaptation (LoRA), but many variants of LoRA exist. https://stackoverflow.blog/2025/02/26/variants-of-lora/

Writing tests with AI, but not LLMs

Animesh Mishra, senior solutions engineer at Diffblue, joins Ryan and Ben to talk about how AI agents can help you get better test coverage. Animesh explains how agentic AI can expedite and enhance automation and refactoring processes, how Diffblue leverages machine learning techniques to write effective unit tests, and why clear use cases and trust are so important in developing AI tools. Plus: Why Diffblue sees Copilot as a complement, not a competitor. https://stackoverflow.blog/2025/02/24/wr

One quality every engineering manager should have? Empathy.

Ryan talks with senior engineering manager Caitlin Weaver about how her childhood fascination with computers led to her leading CLEAR’s Cloud Infrastructure Engineering team, her experiences in DevOps, the role of empathy in engineering management, and how the platform engineering landscape is evolving. https://stackoverflow.blog/2025/02/21/one-quality-every-engineering-manager-should-have-empathy/

Research roadmap update, February 2025

An update to the research that the User Experience team is running over the next quarter. https://stackoverflow.blog/2025/02/20/research-roadmap-update-february-2025/

Why is it so hard for companies to protect your privacy?

Minh Nguyen, VP of Engineering at Transcend, joins Ryan for a conversation about the complexities of privacy and consent in tech, from the challenges organizations face in managing data privacy to the importance of consent management tools to the evolving landscape of privacy regulations. https://stackoverflow.blog/2025/02/18/why-is-it-so-hard-for-companies-to-protect-your-privacy/

Solving the data doom loop

Ken Stott, Field CTO of API platform Hasura, tells Ryan about the data doom loop: the concept that organizations are spending lots of money on data systems without seeing improvements in data quality or efficiency. Their conversation touches on the challenges of data management, the impact of microservices, the importance of feedback loops in ensuring data quality, and how a data architecture that uses a supergraph would enhance data accessibility and quality. https://stackoverflow.blog/2025/02/

How to harness APIs and AI for intelligent automation

APIs have steadily become the backbone of AI systems, connecting data and tools seamlessly. Discover how they can drive scalable and secure training for AI models and intelligence automation. https://stackoverflow.blog/2025/02/13/how-to-harness-apis-and-ai-for-intelligent-automation/


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