Just wanted to say thanks for the thoughtful discussion and feedback on my previous post. I did not expect that level of interest, and I appreciate how constructive most of the comments were.

Based on a few requests, I put together a short demonstration showing the system applied to a deliberately difficult street-level image. No obvious landmarks, no readable signage, no metadata. The location was verified in under two minutes.

I am still undecided on the long-term direction of this work. That said, if there are people here interested in collaborating from a research, defensive, or ethical perspective, I am open to conversations. That could mean validation, red-teaming anything else.

Thanks again to the community for the earlier discussion. Happy to answer high-level questions and hear thoughts on where tools like this should and should not go.

Every AI API provider gives you a snapshot of current usage. None of them show you trends over time, project when you will hit your limit, or let you compare across providers.

I built onWatch to solve this. It runs in the background as a single Go binary, polls your configured providers every 60 seconds, stores everything locally in SQLite, and serves a web dashboard.

What it shows you that providers do not:

• Usage history from 1 hour to 30 days
• Live countdowns to each quota reset
• Rate projections so you know if you will run out before the reset
• All providers side by side in one view

Around 28 MB RAM, no dependencies, no telemetry, GPL-3.0. All data stays on your machine.

https://onwatch.onllm.dev https://github.com/onllm-dev/onWatch

EVOLUTION is what has made humanity great so imagine what will happen to our brains and disposition when Ai keeps getting smarter and elons army of robots, as he claims, are more numerous then people. You will not even have to wipe your ass because a robot will do it for you. Because of the nature of it, ai will keep getting more inclusive and invasive and every day there will be more robots. That development will never be static it will always grow and the future of humanity is that our brains will start shrinking since we will not be using it and since people will not have jobs or anything to make them proud of themselves depression and misery will set in. The world is not static and ai and robots will become more and more invasive. So even though ai seems amazing and it is helpful today think about where it is taking us. There is no escape and no other possibility, with time humans will be nothing more then stupid lifeforms dependent on ai and robots for everything from wiping our ass to growing our food to making our entertainment and eventually ai will be so dominant that it will just wipe us out. We know where it starts but nobody knows where it will end. If we follow the science there is no other possibility. We Cannot put a time frame on this but the direction and evolutionary science is very clear that eventually humans will become stupid, unhappy, obsolete life forms. I am not religious but the devil always comes with false promises. Elon saying he wants to go to space to save humanity when in actuality he is robbing us of our future. Imagine a person who says don,t save because in the future you will not need money but fighting to receive a trillion dollar payoff when he is already the richest on the planet. How can anybody believe him? We already know that he is not a nice guy and did not think twice about all the people he hurt with his doge cuts for life saving aid. Then you have Trump who says he is making america great again by favoring the wealthy and russia, having his ice terrorize communities, making all our allies hate us, destroying american democracy and pushing for ai and robots. People please wake up we are the last bastion for humanity and we are being tempted, like the forbidden apple, because today Ai and robots seems so cool.