惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

GbyAI
GbyAI
人人都是产品经理
人人都是产品经理
Hugging Face - Blog
Hugging Face - Blog
罗磊的独立博客
博客园 - 【当耐特】
D
Docker
Y
Y Combinator Blog
L
LangChain Blog
博客园 - 三生石上(FineUI控件)
I
InfoQ
阮一峰的网络日志
阮一峰的网络日志
F
Fortinet All Blogs
J
Java Code Geeks
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
V
V2EX
B
Blog
The GitHub Blog
The GitHub Blog
腾讯CDC
MongoDB | Blog
MongoDB | Blog
博客园 - Franky
爱范儿
爱范儿
A
About on SuperTechFans
量子位
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
GitHub - PragmaticMachineLearning/maybe: Probabilistic Sp...
tobiadefami · 2026-05-13 · via Hacker News: Show HN

Maybe logo

Bun React TypeScript SQLite License

Maybe Spreadsheet

Maybe is an opinionated spreadsheet for uncertain models.

Most spreadsheets make you collapse uncertainty into a single scalar value. Maybe lets cells represent distributions, confidence intervals, and ranges, then propagates that uncertainty through formulas.

Features

  • Spreadsheet editing powered by GaussFormula
  • Standard values, formulas, and formula-bar editing
  • Explicit uncertainty notation:
    • N(mean, variance)
    • N.CI(lower, upper[, confidence])
    • LN(mu, sigma)
    • LN.CI(lower, upper[, confidence])
    • U(min, max)
  • Sampled calculations when formulas reference uncertain cells
  • Distribution charts for uncertain values
  • Dependency graph view for tracing formula relationships
  • Optional Assistant panel for workbook inspection and model changes
  • SQLite-backed local workbook persistence

Quick Start

Requirements

  • Bun 1.3 or newer

Run the Development App

git clone https://github.com/PragmaticMachineLearning/maybe.git
cd maybe
bun install
bun run dev

Open http://localhost:5173.

The development command starts two processes:

  • the Hono API server on http://localhost:3000
  • the Vite client on http://localhost:5173

The client proxies /api/* requests to the API server.

Try the First Model

In the spreadsheet, enter:

Cell Input Meaning
A1 N.CI(10, 20) Normal distribution from a default 95% confidence interval
B1 U(2, 5) Uniform distribution between 2 and 5
C1 =A1*B1 Sampled result that propagates both uncertain inputs

Select C1 to inspect the sampled output. Use the chart control on an uncertain cell to view its distribution, or use the graph button to inspect formula dependencies.

For a fuller walkthrough, see docs/USER_GUIDE.md.

Configuration

Copy .env.example to .env for local configuration.

cp .env.example .env
Variable Required Default Description
OPENAI_API_KEY No unset Enables the Assistant. Without it, assistant requests return a setup error.
MAYBE_DB_PATH No data/maybe.sqlite SQLite database file used for workbook persistence.
PORT No 3000 Port used by the Bun server and default development API server.
MAYBE_DIST_DIR No dist Directory served by the Bun server after bun run build.

The Assistant is optional. The spreadsheet works without an OpenAI API key.

Build and Run

Build the client and run the Bun server:

bun run build
bun run start

Open http://localhost:3000.

The Bun server serves the built client from dist and owns /api/*.

Persistence

Workbook persistence uses SQLite through the Bun server. By default, Maybe stores workbook data in data/maybe.sqlite.

Set MAYBE_DB_PATH if you want to use a different SQLite file.

Project Status

Maybe is still a work in progress. The core spreadsheet, uncertainty notation, sampling behavior, persistence, and Assistant workflows are usable, but APIs, file formats, and modeling conventions may change as the project evolves.

Formula Engine

Maybe is powered by GaussFormula, a spreadsheet formula engine adapted from HyperFormula to support uncertain cell values and sampled calculations. GaussFormula is maintained by the same author as Maybe and is also available on npm.

Tech Stack

  • React + TypeScript
  • Vite
  • Bun
  • Hono
  • SQLite
  • GaussFormula
  • ECharts
  • Playwright

Contributing

See CONTRIBUTING.md for local setup and contribution guidelines.

License

Maybe is licensed under GPL-3.0-only. See LICENSE.