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#local LLMs

Mac Mini screen showing Ollama running Gemma 4 26B at high token speed
AI Dev Tools

Gemma 4 26B Blasts onto Your Mac Mini – Local AI Power Unleashed

Imagine firing up a 26-billion-parameter AI beast right on your desk, churning out code and ideas faster than your coffee brews. That's Gemma 4 26B on a Mac Mini – if you know the tricks.

3 min read 3 days, 8 hours ago
Chart of spiking VRAM usage during local LLM inference with rate limiting overlay
Open Source

Local LLMs Are Eating Your Hardware Alive: Track Costs and Rate Limit Before It's Too Late

Everyone thought local LLMs meant free AI magic. Reality? They're resource hogs that crash your rig without strict controls. Here's how to track costs and slam on the brakes.

4 min read 3 days, 12 hours ago
Gemma 4 benchmarks on RTX 3070 laptop: speed tables and Ollama integration
AI Dev Tools

Gemma 4 on a $1500 Laptop: $10/Day APIs Erased in Hours

$10 daily API burn? Wiped out. Gemma 4 on a gaming laptop now handles classification, extraction, and tools—for zero bucks.

3 min read 3 days, 15 hours ago
RTX 4060 Ti GPU running Qwen 3.5 local AI inference benchmarks
AI Dev Tools

Ditching Cloud AI Bills: Qwen 3.5 on Your RTX Card, Benchmarks and Gotchas

Tired of OpenAI's tab? A $400 GPU gets you private AI agents today. But don't buy the 8GB myth—here's what actually works.

4 min read 3 days, 15 hours ago
Chart of Gemma 4 benchmarks showing ELO jump from 110 to 2150 on Codeforces
AI Dev Tools

Gemma 4's Codeforces ELO Jumps from 110 to 2,150 — Google's Local AI Gambit

Google's Gemma 4 just vaulted from coding noob (ELO 110) to expert (2,150) on Codeforces. It's open-source, local-run firepower that could gut API subscriptions.

4 min read 3 days, 17 hours ago
Performance comparison chart: Ollama local vs OpenAI cloud latency and cost for TypeScript developers
Engineering Culture

Ollama vs OpenAI API: TypeScript Hybrid Revolution

Local AI meets cloud power in TypeScript apps. Here's the no-BS comparison that changes everything.

3 min read 4 days, 3 hours ago
Docker terminal outputting Markdown news roundup from Qwen model
Cloud & Infrastructure

Docker Agent Spits Out News Roundups — Local, Slow, and Stubbornly Useful

Terminal's alive. Docker Agent churns through Brave Search scraps, local Qwen model chews 'em up, and out pops a Markdown news brief. No cloud credits torched — just pure, plodding offline grit.

4 min read 4 days, 8 hours ago
NVIDIA DGX Station desktop supercomputer running Docker Model Runner with large language model inference
Frontend & Web

DGX Station Meets Docker Model Runner: Desk-Side AI That Might Actually Skip the Cloud

Imagine ditching sky-high cloud GPU bills while fine-tuning trillion-param beasts right at your desk. NVIDIA's DGX Station with Docker Model Runner promises that—but does it hold up beyond the hype?

3 min read 4 days, 8 hours ago
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