THIS IS F*CKING WILD:I TRIED OPUS 5.5 AND BUILT ,Y OWN SPIDER.I GAVE IT ONE GOAL:$50K A MONTH , PUBLIC DARA ONLY
→ Splits the goal into 4 jobs
→ Pulls 240 public listings
→ Cuts 96 chains, keeps 144 clinics
→ Keeps 25 with a source for each
→ Writes 25 drafts and 1 offer page
Then it stops. The price field is empty and it refuses to guess. Remember that part
Everyone shows 500 emails going out. Mine shows the one field it won't fill
I type $2,000 and 25 leads turn into $50,000 a month. 0 sent until I say yes
The video is a visual of the setup, the numbers are a demo run
Which step would you let it run without asking you?
I test things like this on myself and share the results. Follow @Kaggii_ if you want to see what's next
This is f*cking insane. Google Chief Scientist (ex-Google Brain lead):
"99% of developers still try to fine-tune model weights. We keep Gemini 4 Argon 100% frozen and let agents recursively rewrite their own harness files until benchmark accuracy jumps +34%"
In an open-source release, Google Research just showed how to turn standard LLMs into self-improving autonomous systems
Gemini 4 Argon -> 3.8 Flash Builder -> 3.8 Flash Cyber -> Contrastive Compose -> Evolved H*
Argon commands architectural planning while 3.8 Flash writes code and 3.8 Cyber intercepts zero-day flaws
Twin sandboxes probe candidate diffs side-by-side to verify behavioral gains without human labels
Anyone can prompt an API model, almost nobody builds the recursive harness that upgrades itself after every execution
Worth more than most $1,000 fine-tuning tutorials and prompt guides
Star the repo today, then read the full recursive harness teardown below before everyone catches up ↓