HOW I WENT FROM $600/MONTH TO $14. ELON'S GROK + KIMI'S BRAIN
Follow & Bookmark this - I'm [@starmexxx](https://x.com/starmexxx), I track how AI tools are creating new income streams most people haven't heard of yet. This one is the entire build.
Hardware
26 articles
OpenClaw: The Personal AI Agent That Went Viral in January and Nobody Explained How to Set It Up
OpenClaw: The Personal AI Agent That Went Viral in January and Nobody Explained How to Set It Up
How Large Language Models Actually Work
"The trophy didn't fit in the suitcase because it was too big."
A Field Guide for Computational Thinking
*Mental models you can run from statistical mechanics, computer science, information theory, and game theory.*
Fireworks AI CEO Lin Qiao: A 10x Token-Cost Drop Drives 100x Usage
"Majority of data is not being activated to derive any intelligence, and that's where we believe is to activate that data. We believe the future of the frontier of the intelligence is actually privat…
Trading on Quantum Mechanics: How to Build an Autonomous AI Agent
The same math that describes a particle in two places at once can describe a portfolio in two positions at once. Here is how to turn the structure of quantum mechanics into an autonomous trading agen…
MY LOCAL LLM WAS 20× SLOWER THAN IT SHOULD HAVE BEEN. HERE'S EVERY FIX THAT ACTUALLY MATTERED:
I spent a 6 months optimizing local inference on a single consumer GPU. Tried every flag, every quant format, every Reddit trick. Most of them did nothing. A handful of them doubled or tripled my spe…
The Local AI Ladder: 10 Boxes That Kill Your $200 AI Bill (From $0 to $4,700)
Somewhere right now a developer is paying $200 a month for AI and has never once done the math. ChatGPT Plus. Claude Pro. Cursor. API costs that creep up quietly every month. It renews forever, and f…
GLM-5.2: The Open-Weight Model That Quietly Caught Up to GPT-5.5
Most AI releases in 2026 follow the same script: a closed model from a US lab, a big price tag, and a benchmark table you can't reproduce yourself. You read the announcement, you nod, and you go back…
The $3,999 box that runs 200B parameter models locally and kills your cloud rental in 9 months
The $3,999 box that runs 200B parameter models locally and kills your cloud rental in 9 months
THE 5-STAGE PIPELINE BEHIND EVERY LLM YOU HAVE EVER USED - Full Guide
Every time you type a message to Claude, GPT, or any other large language model, you are talking to the output of a five stage pipeline that took months, sometimes years, and tens to hundreds of mill…
The AI skill of 2026 that almost nobody is teaching
I have spent two years building things on top of models I cannot see inside. Every fix I know how to make touches one of two places. I change what goes in, or I grade what comes out. The prompt, the…
I benchmarked 19 GPUs for LLMs. The "best" one was the worst. Bandwidth > VRAM
Okey so you've seen the advice. "Get more VRAM" ➜ repeated in every thread, every discord, every reddit post
HE WAS PAYING $459/MONTH TO ANTHROPIC. NOW ANTHROPIC PAYS HIM.
His name is Wei. He's 29, lives in Shenzhen, writes code for a fintech nobody's heard of.
An Android Device Farm with ADB + FFmpeg: Automated UI Testing Across 10–50 Devices
When your app has to work on a zoo of dozens of real phones, different vendors, Android versions, screen resolutions, manual testing quickly turns into a nightmare. Below is a Python pipeline that di…
How to Make Cloud 8x Smarter (Anthropic Engineers' Method)
Anthropic engineers merge 8x more code per day than they did a year ago. Nothing about the model, the hardware or the team changed. The only thing that moved is what Claude sees before it starts work…
Anthropic engineers 8x output. Here's the context engineering system behind it.
Anthropic engineers merge 8x more code per day than they did a year ago. The model didn't change. The hardware didn't change. The team size didn't change. What changed is what Claude sees before it s…
EVERY DEVICE THAT KILLS YOUR $200/MONTH AI BILL. ALL IN ONE ARTICLE
Follow & Bookmark this - I'm @starmexxx, I track how AI tools are creating new income streams most people haven't heard of yet. This one is the entire map.
Frontier AI is basically free now. The hard part is what you do with it.
5 minutes · $0 · no credit card
THE GMKTEC EVO-X2 CAN RUN CLAUDE CODE WITHOUT THE INTERNET. $1,800 ONCE, $0 A MONTH.
One mini PC. One install. Claude Code pointed at your living room instead of Anthropic's servers.
GMKTEC EVO-X2 RUNS A 235B MODEL. SAME TIER AS THE TOP OPENAI AND CLAUDE PLANS
I found out about this late. Don't make the same mistake.
How to run Claude Code on a Mac Mini for $3/month:
Someone replied to a $170 Anthropic bill on Reddit:
1 Mac Mini. $3/month. 0 Employees.
Imagine telling someone last year that a $600 computer could run the workload of an entire small team.
why you're not safe with ledger
Hi - your private keys never leave the Secure Element chip, which has never been hacked. The Secure Element is 3rd party certified, and is the same technology as used in passports and credit cards. A…