Show HN：我開發了一個用於組合式優先 AI 編程的 Python 函式庫
一位開發者展示了名為「funcai」的新 Python 函式庫，該函式庫專為組合式優先的 AI 編程而設計，讓 LLM 互動能夠像函式一樣建構，而非繼承鏈。
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Intelligence is a function.
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prostomarkeloff/funcai
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funcai
「 intelligence is a function 」
Compose LLM interactions like functions, not inheritance chains.
agent returns LazyCoroResult[AgentResponse, AgentError] — lazy, typed, composable.
Why funcai?
Installation
Two Ways to Compose
funcai offers two complementary approaches:
1. Direct Combinators — Simple & Explicit
Use combinators.py for straightforward composition:
2. Typed DSL — Analyze Before Execute
Build programs as AST, analyze statically, then compile:
The DSL — Programs as Data
The DSL represents AI workflows as an Abstract Syntax Tree (AST). This unlocks:
Static Analysis
Type-Safe Builder
DSL Operations
Combinators
funcai uses combinators.py for generic async combinators, plus domain-specific combinators for dialogue manipulation:
Examples
Tools & Agents
Tools are functions with a description for the LLM:
agent runs the ReAct loop (Reason + Act):
Extensibility
Custom Providers
Custom Agents
Result Types
funcai uses kungfu:
vs LangChain
Architecture
Category-theoretically:
Quick Start Example
Requirements: Python 3.14+, kungfu, combinators.py
Author: @prostomarkeloff
License: MIT
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