Exploring FORTH and Associative Languages as Better Fits for Transformer Architectures
By
rescrv
A bagel you'd recommend to a friend without hedging.
Summary
The article explores the idea that FORTH and associative/applicative programming languages might be better suited for transformer architectures than traditional recursive approaches. The author argues against the common practice of using LLMs to break down problems recursively like humans do, instead proposing that concatenative languages that focus on stack state agreement could be more effective for AI systems. The piece presents a philosophical and technical argument about programming language design for AI architectures.
Key quotes
· 4 pulledLLMs are wonderful, but I see too many people try to break down recursively to solve problems like top-down humans do.
Instead, I posit that FORTH and associative/applicative languages may be better for transformer architectures.
Concatenate, not integrate. Agree on the stack state.
I set out to question if this could be true.
You might also wanna read
Agent Memory Is Distributed State Management, Not Magic
The article argues that "agent memory" in AI systems is fundamentally just distributed state management rebranded. It draws parallels betwee
How LLMs and AI agents are breaking the 20-year-old stateless compute architecture
The article argues that the foundational assumption of modern cloud-native architecture—that state lives in the database while compute is st
Rust is not for every project: A critical look at the hype behind Amazon, Cloudflare, and Discord's adoption
The article critically examines the hype around Rust programming language, arguing that while Rust has strengths in safety and performance,
A Grounded Conceptual Model for Ownership Types in Rust Programming
This article presents a grounded conceptual model for ownership types in Rust, the programming language known for memory safety without garb
How a Frontier AI Model Cut Costs by Using a Cheap Gatekeeper Agent
The article describes how a team upgraded to a more advanced frontier AI model (Opus 4.6) and actually reduced costs compared to running a c
Dynamic Borrow-Checking in a Toy Programming Language: Implementing Rust-like Memory Safety Without Static Types
This article presents a demonstration of a toy programming language that implements borrow-checking without static type-checking. The langua
