u/DingoShort3945

Hi all this is to inform you all that many frontline models like GPT, sonnet opus and or Gemma even are at stage of collapsing as they have frequently started drifting and running away from provided work either stretching that work too long even longer than a human productivity timeline. Or taking shortcuts. Daily new frequent incident tickets are a signal too. Better to save your work by saving and storing somewhere safe.

Hi all this is to inform you all that many frontline models like GPT, sonnet opus and or Gemma even are at stage of collapsing as they have frequently started drifting and running away from provided work either stretching that work too long even longer than a human productivity timeline. Or taking shortcuts. Daily new frequent incident tickets are a signal too. Better to save your work by saving and storing somewhere safe.

For the last few months, I’ve been experimenting with using AI systems as operational collaborators instead of treating them as simple productivity tools.

I started building an AI systems business focused on orchestration and automation using open-source AI models:

• startups
• traders
• local businesses

What surprised me most is that AI doesn’t remove the difficult parts of execution.

The hard parts are still:

• system thinking
• validation
• operational reliability
• decision-making under uncertainty

Current work includes:

• deploying a production website
• building AI-assisted operational workflows
• validating an AI trading system currently running in paper-trading mode
• managing architecture, engineering, and research workflows with AI-assisted coordination

One thing I’ve learned very quickly:
AI amplifies discipline more than talent.

If your workflows are chaotic, AI scales the chaos.
If your workflows are structured, AI becomes a serious leverage multiplier.

Curious how other founders here are integrating AI operationally beyond just content generation or chat assistants.

future simulation may be the foundation of intelligence itself. humans constantly predict outcomes before reality fully unfolds. fear intuition curiosity and decision making all seem connected to recursive future modeling under uncertainty. maybe consciousness is not awareness alone but a system designed to navigate possible timelines before action occurs.

What makes it different?

• Zero-Hallucination Engine
• 100% Local: Designed specifically to work with Ollama's API. No data leaves your machine. if you run with local models. and if you run you VPS implemented model.
• Controlled Execution: It doesn't just guess; it follows a strict logical path for complex tasks.

I’m looking for some power users to stress-test it and give feedback. please reply. samsungsumitv461@gmail.com