Aperio Lang
3 hours ago
- #LLM-optimization
- #system-design
- #programming-language
- Aperio is a new language designed to minimize translation effort between human mental models and code in LLM-driven workflows.
- It uses a substrate-invariant structural model based on recursive hypergraphs of typed 'loci'.
- The language's primitives match the system's mental model to reduce per-turn LLM token costs and latency.
- Aperio simplifies system descriptions by aligning code structure with natural thought processes, as shown with a Matchmaker example.
- It contrasts with pre-LLM languages like Go or TypeScript which introduce more concerns like mutexes and channels, increasing LLM translation effort.