Generate verified multimodal artifacts using code as a paradigm.

3/5

months

{"research scientists","enterprise AI devs","data scientists"}

◆ What Changed

Unreliable LLM generation → Code-driven, verified artifact generation.

◇ Why It Matters

Builders gain higher confidence and control over LLM outputs.

🛠 Builder Opportunity

Implement a pair-programming agent for code review automation.

⚡ Next Step

→ Explore the 'PairCoder++' paper for structured LLM interaction.

📎 Sources