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AIOS Compiler: LLM as Interpreter for Natural Language Programming and Flow Programming of AI Agents

Shuyuan Xu, Zelong Li, Kai Mei, Yongfeng Zhang

May 11, 2024
0 repos~a few days to reproduce
DOI

Abstract

Since their inception, programming languages have trended towards greater readability and lower barriers for programmers. Following this trend, natural language can be a promising type of programming language that provides great flexibility and usability and helps towards the democracy of programming. However, the inherent vagueness, ambiguity, and verbosity of natural language pose significant challenges in developi...

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Hardware Requirements

  • Expect multi-day setup/compute for meaningful reproduction based on current guidance.

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Reproduction Path

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  1. 1

    Use the paper and benchmark evidence to scope a baseline reproduction plan.

  2. 2

    Start from related paper: small-X — a language and interpreter for building expert systems.

  3. 3

    Track assumptions and missing details in an experiment log before coding.

Time to first repro: a few daysEstimate is based on paper-only reproduction flow

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