🚨: More Minnesota fraud exposed. Over 7700 ghost students were discovered last year across the states 33 public colleges and universities.
Scammers enroll using fake names, collect financial aid, and then disappear. This scheme cost taxpayers 12.5 million dollars according to the Education Department. In one reported case, a single class filled all 50 seats just two minutes after enrollment opened with only two actual students.
The scale of the waste and abuse in Minnesotas education system is staggering.
THIS $10K/MONTH CREATIVE STRATEGIST INSIDE CLAUDE CODE RUNS ON $3 IN API COSTS
Apify pulls every active competitor ad from Meta Ad Library. Gemini watches each video and maps out what keeps repeating across 3 or more ads. Claude takes those patterns and writes 10 ready-to-brief concepts matched to your brand voice.
What used to be a media buyer with 40 tabs open and a Google Doc full of screenshots is now a 15 minute pipeline built entirely inside Claude Code.
I don't care what kind of hardware you have, you should be running local models
Governments are now banning models. They’re determining what technology you can and can’t use
With local models, you are free and nobody can control you
Even if you're on the cheapest Mac Mini you can be doing this
Here's a complete guide:
1. Download LMStudio
2. Go to your OpenClaw/Hermes and say what kind of hardware you have (computer and memory and storage)
3. Ask what's the best local model you can run on there (probably will be Gemma 4 or Qwen. if you have a big computer, it will be GLM)
4. Ask 'based on what you know about me, what workflows could this open model replace?'
5. Have OpenClaw walk you through downloading the model in LM Studio and setting up the API
6. Ask OpenClaw to start using the new API
Boom you're good to go.
You just saved money by using local models, have an AI model that is COMPLETELY private and secure on your own device, did something advanced that 99% of people have never done, and have entered the future.
If you are on smaller hardware you probably are not going to replace all your AI calls with this, but you could replace smaller workflows which will still save you good money
Own your intelligence.