Dialogue System
Human should focus on composing and organizing information not providing answer
Because AI is much better at providing information and give answers
Anyway, the final form of AI product would be Communication form
Helpfulness, Expertise, Transparency, Clarity, Thoroughness
Chat Group Services
Dialogue System Notion
Model autoselection
The Great AI UI Unification
ChatGPT starts cleaning up the cruft...
https://spyglass.org/chatgpt-ai-ui/

Performance
Chatbot Arena Leaderboard - a Hugging Face Space by lmsys
Discover amazing ML apps made by the community
https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard
Stats
Model & API Hosts Analysis | Artificial Analysis
Comparison and analysis of AI models and API hosting providers. Independent benchmarks across key metrics including quality, price, performance and speed (throughput & latency).
https://artificialanalysis.ai/

How Are Consumers Using Generative AI? | Andreessen Horowitz
To see how people are interacting with generative AI, we used data to rank the top 50 GenAI web products by monthly visits.
https://a16z.com/how-are-consumers-using-generative-ai

AI Personality
Claude’s Character \ Anthropic
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
https://www.anthropic.com/research/claude-character

Conversational Interface
The case against conversational interfaces
Conversational interfaces are a bit of a meme. Every couple of years a shiny new AI development emerges and people in tech go "This is it! The next computing paradigm is here! We'll only use natural language going forward!". But then nothing actually changes and we continue using computers the way w
https://julian.digital/2025/03/27/the-case-against-conversational-interfaces/


Seonglae Cho