StockEntry Guard: Local Gemma-Powered Product Onboarding for Small Retailers
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built I built StockEntry Guard , a local AI-assisted…
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SoloDesk Intelligence: An AI-Powered Project Management Tool for Freelancers
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built SoloDesk Intelligence is a project management a…
StartupSense AI — Validate Your Startup Idea & Generate Pitch in 60 Seconds
💡 Inspiration Most founders waste weeks or months building in the dark before finding out if anyone actually wants their product. For the hackathon,…
Do Drafters Work on Small Models? Gemma 4 E2B and E4B on Two Small GPUs
This article provides a step by step guide to serving Gemma 4 E2B and E4B with Google's QAT assistant drafters through llama.cpp's speculative decod…
Gemma 4's MTP Drafter, Explained: Speculative Decoding and a 4-Bit Drafter at 60% of the Size
This article provides a step by step introduction to speculative decoding with Gemma 4's multi-token prediction (MTP) drafter, served by llama.cpp o…
LedgerLens Enterprise: Confidential Freelance Audit and Discrepancy Engine
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built Independent software engineers, technical consu…
I Built a Pokédex for My Neighbourhood - Because “Go Outside” Needed Better Instructions 🌿
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built “Okay, I should go outside.” Then comes the sur…
Turn your neighborhood into a daily adventures map with a cozy AI companion 🌸
Meet Outside.exe: an offline-first app that intercepts your screen time, uses Gemma to generate a custom real-world quest, and rewards you with a ha…
Trail Journal: an offline nature walk companion built on Gemma
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Trail Journal is a small two-script tool that p…
🛡️ DecisionShield: An AI That Audits Your Decision Before You Make It
Don't ask AI what to choose. Ask AI if you're ready to choose. We use AI every day to make decisions. Which technology should we use? Should we migr…
Tangier Explorer - Bringing Open-Source AI to the Alleyways of Tangier
Screen Fatigue in the White City When travelers and locals explore Tangier, a recurring pattern emerges: eyes glued to phone screens, blindly follow…
Granny Memories: a ghost writer that lives on my grandma's phone
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built My grandmother has more than 80 years of stories. She…
Dadur Ranna (দাদুর রান্না) — Preserving Grandma's Handwritten Recipes with Open-Weight Gemma
Dadur Ranna (দাদুর রান্না) — Preserving Grandma's Handwritten Recipes with Open-Weight Gemma This is a submission for the Hacktoberfest Weekend Chal…
I Built an Offline AI Interview Coach for My Friend's Job Hunt
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend I Built an Offline AI Interview Coach for My Friend's Job Hunt Job…
Two Sisters Tinctures: Building an Apothecary Skincare Tracker with Gemma 4 for My Sister
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend TL;DR: I built a skincare shelf tracker for my little sister. Gemma…
StudyBuddy AI: Transforming Messy Lecture Notes into Interactive Quizzes with Local Gemma Models
💡 The Inspiration & Weekend Theme ("Build for a Friend") As computer science students, my friends and I often find ourselves overwhelmed before…
Jev After Eight Days of Independent Tests: Level With Mid-Price LLMs, Behind the Frontier
This article provides a review of the independent evidence on TypeSafe's Jev, the open models built to replace it, and the prior art behind both, as…
Jev After Eight Days of Independent Tests: Level With Mid-Price LLMs, Behind the Frontier
This article provides a review of the independent evidence on TypeSafe's Jev, the open models built to replace it, and the prior art behind both, as…
From smartphone to sovereign agent:How native on-device intelligence reshapes the personal computing device
Abstract For fifteen years the smartphone has been a window onto intelligence that lives somewhere else. The handset captures a voice command or a p…
Gemma 4 on a Tesla T4, Part 2: The Minimum GCE VM and a Script to Drive It
This article provides a step by step deployment guide for **Gemma 4 E2B * to a Tesla T4 hosted GPU enabled system. A suite of Python MCP tools is bu…
Gemma 4 on a Tesla T4: QAT Weights Decode 1.79x Faster Than bf16
This article provides a step by step deployment guide for **Gemma 4 E2B * to a Tesla T4 hosted GPU enabled system. A suite of Python MCP tools is bu…
How we built a desktop companion robot with Gemma 4 and Raspberry Pi
Have you ever wished for a little desk companion—something with the tactile charm of a retro game character that could chat with you, keep track of…
Implementing a Secure MCP Server
An MCP server often starts with a seemingly simple requirement: an AI host should find and summarise tickets about a topic. Once current domain data…
Two Rust Clients for Gemma 4: Calling the Endpoint vs. Calling the MCP Server 🦀
This article provides a step by step guide to two small Rust CLIs that ask a self-hosted Gemma 4 E2B the same question. The first calls the model's…
Gemma 4 on an 2021 4 GB Laptop GPU: QAT Takes It From 9.5 GiB to 1.6
This article provides a step by step deployment guide for Gemma 4 E2B's quantization-aware-trained (QAT) checkpoint to a local, laptop hosted GPU en…
Go Completely Offline: Build a Privacy-First Personal Finance Assistant with LiteRT and Gemma 4
Imagine having a personal financial planner that analyzes your sensitive transaction history, flags spending anomalies, and suggests budget optimiza…
Тест Qwen3.5 9b, Gemma 4 12b и Bonsai 27b на легенде пенсионного возраста GTX 1080 ti
Все началось вообще не с идеи написать очередной бенчмарк. Мне нужно было собрать локальный пайплайн для длинных подкастов: полу…
Smash Stories: The Bug That Whispered for Two Weeks Before I Heard It
This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry . My AI agent was misreading financial data 1 in 5 times. No crashe…
Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me
I ported the whole Gemma-4 family — E2B, E4B, 12B, 31B, and the 26B-A4B MoE — to run on AWS Inferentia2. Each has its own write-up in this series; t…
How I Built a Premium Developer Tools Website Using Only a Local LLM (Gemma 4:12B + Ollama + VS Code)
Over the past few weeks, I’ve been experimenting with local language models. Like a lot of developers, I’ve used cloud AI assistants quite a bit, bu…