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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The rewritten prompt lost on the lines it had not seen
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . devchallenge #hf26challenge #gemma What I built A bookkeep…
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…
Name it, then look up: a field guide where the phone's job ends after one photo
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Most nature apps have the same quiet problem. You see a bird…
I walked an hour for 30 cents: Gemma plans litter walks that end at a deposit machine
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass At 18:27 on Sunday, a machine at Lidl in Galway printed me a…
I Tested a Local Gemma Plant Guide. It Got the Sunflower and Missed the Lily
I wanted an excuse to look at plants instead of my phone. Wander is a plant guide where the phone's job is small: take one photo, get one answer, as…
Touch Grass Tales: go for a walk, come back with a picture book
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What I Built Touch Grass Tales turns a short walk into an il…
🛡️ 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…
OutingFold: a pocket field guide that shows what Gemma left out
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass . What I Built OutingFold turns park notes into a small fiel…
Three yeses, two living rooms, and one missing question
A work-in-progress entry for the Hacktoberfest Weekend Challenge: Build for a Friend . What I Built My prototype, The One Missing Question , is a sc…
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…
I built my parents a recipe app to help with their protein goals
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend . 🔗 Source code: https://github.com/shangkaul/recipe-protein 📹 Demo…
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…
Promise Keeper: Never Forget What You Promised, Even in Hinglish
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built Promise Keeper is a small app that remembers what you…
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…
Gemma 4 on Amazon SageMaker: QAT Weights Decode 2.05x Faster Than bf16 on One L4
This article gives a short background on Amazon SageMaker real-time endpoints, then measures Gemma 4 E2B's quantization-aware trained (QAT) checkpoi…
Gemma 4 on Amazon SageMaker: QAT Weights Decode 2.05x Faster Than bf16 on One L4
This article gives a short background on Amazon SageMaker real-time endpoints, then measures Gemma 4 E2B's quantization-aware trained (QAT) checkpoi…
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…
Plain Gemma 4 26B vs Jev on One EC2 L4: 2.1 Points Behind Overall, Level on Yes/No, 4.5 Behind on Multiple Choice
This article provides a step by step guide to measuring Gemma 4 26B as a Jev-style decision model on an AWS EC2 L4 GPU, and compares a plain read of…
Plain Gemma 4 26B vs Jev on One EC2 L4: 2.1 Points Behind Overall, Level on Yes/No, 4.5 Behind on Multiple Choice
This article provides a step by step guide to measuring Gemma 4 26B as a Jev-style decision model on an AWS EC2 L4 GPU, and compares a plain read of…
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…