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Fwdays+DevRain AI 2025

machine-learning engineers, ai engineers, product managers, software engineers, research engineers, devops engineers, data engineers

LLM agents validation; observability for agents; computer-use agent training; SFT to PPO recipes; agent-based mobile apps; video generation pipelines; multilingual RAG systems; Ukrainian embeddings evaluation; hallucination scoring metrics; human-AI collaboration models; agent autonomy limits; investment strategies for AI infrastructure

titleauthorlength
Validation and Observability of AI AgentsOleksandr Denysiuk47m
A prototype mobile app called MyA connects to a multiagent backend using OpenAPI and Crew AI with FastAPI, a vector database for long-term memory, and…
Talk in Ukrainian on
Computer-Use Agents: From SFT to Classic RLMaksym Shamrai42m
Describes concrete computer-use agent systems and datasets, including OpenAI and Anthropic Claude computer-use APIs, Code Agent beta, and the Android Wild…
Talk in Ukrainian on
Generative AI: A Google PerspectiveTetiana Lukyniuk29m
Overview of Google’s perspective on generative artificial intelligence, covering recent developments and practical applications from Google’s research and…
Talk in Ukrainian on
Autonomy of LLM Agents: Current State and ProspectsOles Petriv50m
Examines what currently works for autonomous LLM agents, the technical and practical limitations and their root causes, and research directions for extending…
Talk in Ukrainian on
Video Generation + AI: From Production to ProductVasil Goshovskiy39m
The talk explains a practical AI video-production pipeline using Midjourney/Fripik for detailed stills, LoRA fine-tuning to refine characters, VO3/Runway for…
Talk in Ukrainian on
Should You Invest in AI in 2025?Oleksandr Sharko38m
Overview of the current state of investments in AI in 2025, covering which AI products and sectors are attracting funding and whether it makes sense to invest…
Talk in Ukrainian on
Beyond English: Challenges of Building a Ukrainian-Language RAG SystemRoman Romanov34m
Examines challenges of building a Retrieval-Augmented Generation (RAG) system for Ukrainian, focusing on evaluation methods in domain-specific settings such as…
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What I Learned Writing a Book About Generative AI Using Generative AIO. Krakovetskiy45m
A developer describes writing a book about generative AI with the help of generative-AI tools, covering ethical dilemmas, cognitive challenges, and practical…
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Human-AI Collaboration Models for Better Decisions and Faster WorkflowsOleksii Minakov40m
Presents concrete human–AI interaction models (centaur, cyborg, ensemble, author-ghost, resonator, agent) and gives criteria for selecting among them based on…
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The Wow-Case CompetitionOleksandr Krakovetskiy, Oleksii Minakov45m
Alexey Minakov and Oleksandr Krakoveckyi compete in a live showcase of striking and unexpected use cases for generative AI tools, demonstrating creative…
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AI Is Already Here. What Will Happen to Your Team (and Your Role) Tomorrow?Artem Bykovets50m
Generative AI is reshaping development teams by delegating many tasks to assistants, multi-agent systems and copilots, leading to smaller teams but higher…
Talk in Ukrainian on
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