How Cohere will improve AI Reasoning this year
AI Summary
Summary: Interview with Aiden Gomez, CEO of Cohere
- Cohere’s Progress:
- Previous models had weak reasoning but are improving.
- Hallucination issues are being addressed.
- Trust in technology is growing among users.
- Cohere focuses on real-world business problems, not AI for AI’s sake.
- Company Culture:
- Cohere values transparency and authenticity.
- Aiden admits to early CEO mistakes and learning from them.
- Cohere’s culture is shaped by smart, nice people.
- AI Risks and Policy:
- Aiden engages with governments on AI policy.
- Balances innovation with societal risks.
- Concerned about overregulation harming startups.
- Adoption and Barriers:
- Enterprises face legislative and security constraints.
- Cohere helps overcome adoption hurdles through education and sensible policy advocacy.
- Model Differentiation:
- Cohere aims to create value by tailoring models to enterprise needs.
- Specialization in domains is a future goal.
- Avoids using data from other model providers to maintain uniqueness.
- Model Robustness and Specialization:
- Cohere works on making models robust to prompt changes.
- Synthetic data and augmentation improve model reliability.
- Specialization in capabilities that enterprises care about is key.
- Reasoning and Intelligence:
- Models are improving in reasoning capabilities.
- Synthetic data generation is crucial for domains like mathematics and code.
- Startup Scene and Innovation:
- Aiden sees a new generation of AI startups emerging.
- Startups are moving beyond basic LLMs to more sophisticated applications.
- Policy and Regulation:
- Aiden is wary of policies that could stifle innovation.
- Emphasizes the need for competitive markets and self-disruption.
- Cohere’s Culture and Growth:
- Aiden maintains close contact with individual contributors.
- Admits to making many mistakes but learns from them.
- Cohere’s offices have distinct cultures reflecting their cities.
- Personal Views:
- Aiden sees AI as a tool like the computer, with potential to improve lives.
- Skeptical of existential risks posed by AI.
- Believes misinformation is a significant risk but manageable.
- Advocates for human verification on social media.
- Views remote work as challenging but manageable with concentrated teams.
- Final Thoughts:
- Aiden is optimistic about AI’s role in society.
- He is concerned about certain risks but believes in human adaptability and skepticism.
- Emphasizes the importance of culture and direct communication within Cohere.