mochi
polaris
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mochi
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LLMs as Compilers
Totally agree. It is why we're building Mochi, https://github.com/mochilang/mochi a small language that treats AI, datasets, and graph queries as first-class citizens, not just targets for code generation.
It's inspired by the evolution you mentioned: early compilers generating Assembly, now AI tools generating Python or SQL. Mochi leans into that by embedding declarative data queries, AI generation, and streaming logic directly into the language. Here is how it looks:
type Person { - Adding SQLLogicTest Support to Mochi
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Ask HN: What Are You Working On? (June 2025)
Repo: https://github.com/mochilang/mochi
I'm building Mochi, a small programming language with a custom VM and a focus on querying structured data (CSV, JSON, and eventually graph) in a unified and lightweight way.
It started as an experiment in writing LINQ-style queries over real datasets and grew into a full language with:
* declarative queries built into the language
- Mochi v0.10.5: A LINQ-style query language with a bytecode VM written in Go
- Mochi 0.9.1: A readable VM for learning compilers and bytecode
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Implementing Logic Programming
- FFI bindings to expose `fact`, `rule`, and `query` to scripts
Example: [https://chatgpt.com/share/cd\_684d3e3c59c08191b20c49ad97b66e...](https://chatgpt.com/share/cd_684d3e3c59c08191b20c49ad97b66e0...)
Total implementation was \~250 LOC. Genuinely amazed how effective the LLM was at helping bootstrap a real logic layer in one go.
The PR is here https://github.com/mochilang/mochi/pull/616
- Mochi is a small, statically typed programming language
- Mochi Programming Language v0.7.0 – calling Python and Go in one file
- Mochi Programming Language v0.6.0 – LINQ syntax for querying datasets
- Mochi – programming language built using OpenAI Codex
polaris
What are some alternatives?
LangGraph-Swift - 🚀 LangGraph for Swift. A library for building stateful, multi-actor applications with LLMs, built to work jointly with langchain-swift
tablepilot - AI-native platform for tabular data generation via CLI, WebUI or app.
secai - Platform for AI Agents with a local reasoning layer
zenmodel - ZenModel is a framework for building LLM applications with agentic workflow
opennars - OpenNARS for Research 3.0+
chat.md - An md file as a chat interface and editable history in one.