@janneknen@Jocka Just noin, Jocka kuuluu juuri tuohon segregaattieliittiin jonka mielestä suomalaisten "väärä" mielipide on automaattisesti jotain Venäjältä.
Tuollaiset pitäisi laittaa vadille tai lähettää ukrainaan etulinjaan.
A “Canadian well” is an underground pipe system that uses the earth’s stable temperature (about 8–15°C) to pre-condition air. In winter, it warms incoming air, and in summer, it cools it.
STACKING 4 OLD NVIDIA GTX 1080s GIVES YOU LOCAL AI THAT BEATS $400/MO IN CLOUD SUBSCRIPTIONS
people are pulling 4 used gtx 1080s off ebay for around $400 total and stacking them in one tower to build a local ai rig. that pools 32gb of vram across cards that originally retailed at $700 each
old gaming cards became cheap when ethereum killed proof of work in 2022. miners dumped millions of them and developers picked them up to run open weight models locally
ollama installs in one shell command and pulls a model in another. point claude code at localhost through one environment variable and the cli works identically without sending data to anthropic
llama 3.2, mistral 7b, qwen 2.5 and phi 3 all run comfortably on a 1080 stack at 40 to 60 tokens per second. fast enough for real conversations, automation pipelines and document analysis
a heavy ai user pays $200 chatgpt pro, $200 claude code and $20 cursor every month. that's $5,040 a year and a $400 rig pays itself off before month two
bookmark this and read the article below
A 21-YEAR-OLD FROM CHINA RUNS 300 AI AGENTS AT ONCE. THE PART THAT MATTERS ISN'T THE SPEED, IT'S THAT NONE OF THEM CAN LIE TO HIM
he opens the dashboard and shows the swarm live, 300 Kimi K2.6 agents firing in parallel, then Opus 4.8 checking every single output against its source. this is not just a faster swarm. it is a loop that refuses to stop while anything is still wrong
he pointed it at 100 EV-market companies. first pass: 12 failed. wrong revenue, dead citations, empty fields. second pass: 3 failed. third pass: zero
this is not another agent demo. it is a system that catches its own mistakes before he reads a single row