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

I
InfoQ
S
SegmentFault 最新的问题
T
Tailwind CSS Blog
美团技术团队
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
爱范儿
爱范儿
宝玉的分享
宝玉的分享
Last Week in AI
Last Week in AI
量子位
博客园 - Franky
酷 壳 – CoolShell
酷 壳 – CoolShell
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
J
Java Code Geeks
The Cloudflare Blog
小众软件
小众软件
云风的 BLOG
云风的 BLOG
WordPress大学
WordPress大学
P
Proofpoint News Feed
Stack Overflow Blog
Stack Overflow Blog
aimingoo的专栏
aimingoo的专栏
Y
Y Combinator Blog
B
Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
C
Check Point Blog

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant
Building a Local AI SaaS with Gemma 4 + Ollama 🚀
Ian Akiles · 2026-05-08 · via DEV Community

Ian Akiles

I’ve started building a mini SaaS powered entirely by local AI using Gemma 4 and Ollama.

The idea is simple:Create a financial dashboard capable of analyzing expenses, generating intelligent insights, and helping users make better financial decisions — all running locally.

Current stack

HTML / CSS / JavaScript

Node.js + Express

Ollama

Gemma 4

Local AI inference

Features planned

✅ Expense & income tracking✅ Smart financial summaries✅ AI-generated savings suggestions✅ Spending pattern analysis✅ Local-first AI architecture✅ SaaS-ready structure

One of the main goals is proving that useful SaaS products can run with local AI instead of relying entirely on cloud APIs.

This project is also my entry for the Gemma 4 Challenge.

I’ll be sharing updates, architecture decisions, UI improvements, and lessons learned during development.

Would love to hear suggestions from the community 👀