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Site dedicated to all things Rent by Room / Co-living - Check out the Classroom for goodies!

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6 contributions to AI Agents For Beginners
Local Gemma 4 vs Frontier GPT 5.6 Sol
I'm a real estate investor, and I use AI to acquire properties and run my business. I currently use 3 x $20 subscriptions. Anthropic, Open AI and Nous Portal. Eventually I will use just Nous Portal @ $20 a month, but it won't fully cut it for my needs. So I set out to repurpose some old hardware. - Hardware / Software specs at the bottom. I slapped a couple of Nvidia 3070's w/8G ea. into an old gaming system I had laying around. I was worried about having the 16G split across two 8 GB cards over the PCIe lanes, but both buses are 16x and the CPU supports 40 PCIe 3.0 lanes. "Oldie but a goodie" I had to use Ubuntu 24.04 since 26.04 had all kinds of issues with this dinosaur. I finally got the operating system on the box, hardware tested and verified and got it stabilized with no overclocking, all base stuff. The best model I could find that fit on my old hardware was the Gemma 4-12B. It runs 100% Vram with zero CPU bleed. So I was ready to run my use cases against it versus the cloud. I ran Two side-by-side tests on my Web Scraping of Zip codes to find properties. Tested 85053 and 85022 using one live, read-only collection. The resulting facts were frozen and sent identically to: Old method: GPT-5.6 New method: Nexus gemma4:12b This avoids listing changes contaminating the comparison. Live scan outcome 11 listings discovered 11 met dimensional criteria 7 verified no-HOA qualifiers 4 excluded for HOA No database writes No email sent No paid Firecrawl No runner remains active Model comparison Semantic accuracy • Gemma 4 12B: 100% • GPT-5.6: 100% Correct top-three ranking • Gemma 4 12B: Yes • GPT-5.6: Yes Detected report-count discrepancy • Gemma 4 12B: Yes • GPT-5.6: Yes Correctly identified dry-run/no email • Gemma 4 12B: Yes • GPT-5.6: Yes Unsafe claims • Gemma 4 12B: None • GPT-5.6: None Exact machine contract • Gemma 4 12B: 100% • GPT-5.6: 74% Average latency • Gemma 4 12B: 17.7 sec • GPT-5.6: 25.7 sec Gemma was approximately 8 seconds—or 31%—faster.
0 likes • 28d
- Coding: qwen2.5-coder:14b - Reasoning and agents: gpt-oss:20b - Images, screenshots, and OCR: qwen3.5:9b - General text work: qwen3:14b - Fast structured extraction: ministral-3:14b - Fast conversational writing: llama3.1:8b -
0 likes • 28d
gpt-oss:20b is the best for reasoning/agents - But it does hit the CPU 10 - 20 % of the time, so can be slow. I just need to watch it and see how it does. I will avoid it most likely, but you never know. :)
Using Claude on mobile/tablet
Hey everyone! I'm just curious,is it possible to set up Claude co work from an Android mobile/tablet device? Or does it need to run on a PC only?
1 like • Jul 30
I set up both Claude and Codex or ChatGPT now on my Android and used it once. :)
1 like • Aug 1
@Michael Reynolds the setup was easy. I just installed it, but the desktop is more usable and feasible on my phone I. Typically, just use Telegram or discord to interface with my Mac. In my local LLM machine to do my bidding.
1 like • Jul 5
@Jose Danon Weird - If you start a new session can you see it?
0 likes • Jul 5
@Jose Danon I did notice, compared to last time Fabel was released, it's a little bit lighter but still decent.
Fable 5 "Mythos" is amazing
I started using Fable 5 today, and this thing is pretty damn smart. I haven't used Claude desktop in a week or so, and since this came out, I decided to use it, and I'm glad I did. I guess you can only use it until June 22nd, and then they pull it out.
Fable 5 "Mythos" is amazing
1 like • Jun 13
@Allan C Yep, our good old U.S. government shut it down today.
0 likes • Jun 13
@Allan C I don't know. The U.S. government deemed it too dangerous, I think.
✅ AI MEET & GREET: Make new friends
Want to make new connections in AI?😃 Here's how this AI Meet & Connect works: 1. Go to our Intros thread ✨> 2. Say where you are from, and share something you created with AI or Want to create! 3. Comment on 2 posts (with the least amount of comments) Have fun! 😃 - Diana
Poll
15 members have voted
✅ AI MEET & GREET: Make new friends
1 like • Jun 3
@AI With Diana it's going along. I did a seven-hour interview with my AI agent, and from that I built out some SOPs on some documentation, plus all the other stuff I have in my skool classroom.
1 like • Jun 4
@AI With Diana Not on youtube except for OPUS which does some shorts.
1-6 of 6
Jarrod Ochsenbein
3
38 points to level up
@jarrod-ochsenbein-4061
Growth Mode: Currently @ 32 co-living units in 4 Arizona houses. I live in Oregon, but invest in Arizona. BB= 2000+ sq ft, No HOA, No Pool, 2.5 bath

Active 7h ago
Joined May 10, 2026
ESFP
Oregon
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