MTP Isn't Always a Win: 1.95x on My 3090, but Speculative Decoding Is Hardware-Dependent
In my MTP post , speculative decoding roughly doubled Qwen3.6-27B generation on a 3090. It's tempting to read that as "turn on MTP, go faster." So I m…
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Идеальный склероз в сером ящике — мой опыт в ИИ-программировании
ИИ все прочнее входит в работу программиста. Кто-то все еще отрицает его роль, кто-то с энтузиазмом пробует все новые возможности, но квалифицированно…
Breathing Life into the Pi: Deploying Gemma 4 2B on a Raspberry Pi 5
Hi Everyone, I’m back with a brand new project, and this one has been a long time coming. For a while now, I’ve had this persistent urge to build my o…
Quantizing Gemma 4 on Mac with llama.cpp
requirements hugging face account https://huggingface.co/ Setup llama.cpp git clone https://github.com/ggml-org/llama.cpp.git cmake -S llama.cpp -B ll…
Adding Gemma 4 speech recognition to a .NET desktop app: the llama-server sidecar that survived
In April 2026 Google shipped Gemma 4, a multimodal model with a native audio path. I wanted to add it to Parlotype, my .NET 10 dictation app, as a sec…
Your To-Do List Doesn't Know You — So I Gave Mine Three Brains
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Architecture: graph TD subgraph Client["CLIENT LAYER"] FL["Flutter app…
Everbench: A document management system with Local Intelligence
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Everbench Everbench is a low-cost, efficient document research platfor…
Gemma 4 Made Me Rethink Local AI: Not Just Text, But Images Too
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Most people (including me, initially) think of "local AI" as a text‑only chatbot r…
🛡️ PromptGuard: I Built a Local AI Privacy Firewall That Sanitizes Your Prompts Before They Leave Your Machine
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 Every time you paste sensitive data, legal documents, or personal details into Chat…
Gemma 4: The 128K Multimodal Powerhouse in Your Terminal
A raw, developer-first look at Google’s new open-weight Gemma 4 family—featuring a hands-on local Python setup, a comparison of the 2B, 9B, and 31B va…
Vestige: A Gemma 4 Brain Tracker That Won't Blow Smoke Up Your Ass
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 TL;DR What: Vestige —an ADHD-friendly Android app designed to point out the things …
I Built a Quotation Generator for Kenyan Street Welders Using Gemma 4's Vision
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built A customer walks up to a welder in Nairobi with a Pinterest screenshot…
Sentient Canvas: A Localized Agentic Workspace Powered by Google's Gemma 4
Sentient Canvas: A Localized Agentic Workspace Powered by Google's Gemma 4 Welcome to the future of localized AI interactions. Sentient Canvas is a hi…
I built GemmaPod - A truly composable and portable AI agent solution powered by your local LLM
What I Built GemmaPod is a composable, portable AI agent platform that packages local Large Language Models into single, signed HTML+JS+WASM files (~9…
Running Gemma 4 26B on an Old GTX 1080 with llama.cpp
How to get Google's Gemma 4 26B-A4B Mixture-of-Experts model running locally — including speculative decoding — on hardware that has no business runni…
Why Gemma 4 Feels Like an Important Moment for AI Developers✨
*This is a submission for the [Gemma 4 Challenge: Write About Gemma 4] Over the past few months, I’ve been spending a lot of time exploring AI develop…
Bootstrapping with AI: Why Gemma 4 is the Micro-SaaS Founder’s Best Friend
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 The math behind building a successful micro-SaaS is usually brutal but straightfor…
FinePrint — An AI Pocket Lawyer That Decodes Predatory Contracts Using Gemma 4
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 ## What We Built Last placement season, a friend came to me with a job offer letter…
Cell-to-Sentence (C2S): LLM-Powered scRNA-seq Annotation with Gemma 4
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Cell-to-Sentence (C2S) is an AI-powered annotation engine for single-c…
What If Your Portfolio Verifier Could Actually See Your UI?
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 Cairn — Turn "I Want to Be an AI Engineer" Into a Verified Portfolio What I Built E…
I Ran Every Gemma 4 Model on My Home Lab. E4B Crushes E2B. Here's the Data.
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Google released four Gemma 4 variants. Everyone's comparing them on synthetic benc…
Companion — A Privacy-First Health Companion for Diabetes and Hypertension
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Companion is a quiet daily check-in for people managing Type 2 diabete…
OCR Reads, Gemma Reasons: ClaimSetu for Evidence-Backed Health Claim Review
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Claim review is not a chatbot problem. It is an evidence problem. Clai…
Gemma 4 Scored 89.2% on AIME. Here's Why That Number Should Change How You Think About Open-Source AI
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 AIME — the American Invitational Mathematics Examination — is the test given to th…
Gemma 4's Audio and Video Inputs: A Hands-On Guide Nobody Has Written Yet
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Most coverage of Gemma 4's multimodal capabilities stops at images. That's underst…
Gemma 4 26B A4B: What "Mixture of Experts" Actually Means for Your Inference Budget
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Gemma 4's most interesting model isn't the 31B flagship. It's the 26B A4B — a Mixt…
Gemma 4's Thinking Mode: A Practical Guide to the `<|think|>` Token
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Gemma 4 ships with built-in reasoning — a configurable chain-of-thought that runs …
MIRAI MIND
What I Built MIRAI MIND is a futuristic AI-driven simulator that demonstrates how different Gemma 4 model tiers evolve from reactive assistance into p…
Aasa: The Phone That Finally Notices
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Aasa is a voice-first, local-first safety companion for elders living …
Find Your Route
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Find-Your-Route is an edge-aligned, high-throughput civic transit co-p…