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I’m Nilesh Kumar.
I build with AI, distributed systems, and developer tools.
This account is where I’ll share:
- proof-of-work
- engineering lessons
- AI/agent workflows
- product experiments
- mistakes and fixes from real projects
Building in public from India.
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So basically Jev from Google?
Today we’re launching the Gemini Decisions API, powered by our new Gemini Decision 1 model in @GoogleAIStudio.
Instead of generating text token by token, it’s built for closed-set choices scoring up to 1,000 questions across text, images, audio, video + PDFs in a single pass. A few details:
- 3 decision types: yes/no, multiple choice (up to 255 options) + rubric scoring
- $0.10 / 1M input tokens with $0 billed for output tokens (~5x cheaper than Flash-Lite)
- leads on several benchmark evals with lowest calibration error
Google teams are already building with it, below is a look at Stitch Rapid designing a full product flow in seconds (1x speed)
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Yubikey prices after this post 🪜☝🏻
I spent the last 48 hours rotating passwords, adding 2FA everywhere, and spawning agents to audit all my startups' codebases.
I tried to brute-force my own code, but, of course, OpenAI and Anthropic models wouldn't let me.
I also ordered a YubiKey for myself and to apply to OpenAI's Daybreak program.
I called my family and told them to do the same (rotate pwd + add 2FA).
Black October was the tip of the iceberg, I think.
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TBH if I get 50+ tps from any frontier model I feel blessed that day.
i’m today years old when i learned about chatjimmy.ai - you can just play with their demo right there
and holy cow i was NOT prepared for what 15000 tokens/s feels like. mind blown
apparently they achieved it by hardwiring model weights into the chip. and looks like the team got acquired by $AMD
i hope they keep at it and bring it to mainstream because this is probably one of the most magical things i experienced lately
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How far away are we from free energy? @elonmusk
AI will make everything free, including itself. The last domino to fall will be free energy, which is humanity’s final frontier.
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Maybe add
Ticket A: Flat valid for two hours
Ticket B: Linked to a train valid till the train arrival + 30 minutes.
A boy said he went to Kalyan railway station in Maharashtra to drop his family off for their train. The train was originally scheduled to leave at 12 noon, but later they were told it would arrive at 2 PM.
He had bought a platform ticket and waited with his family. However, the train kept getting delayed. Around 5 PM, when he was helping his family board the train and was about to leave, a TTE stopped him and asked for his platform ticket.
He showed the ticket, but the TTE told him that a platform ticket is valid only for 2 hours. Since more than 2 hours had passed, he was fined ₹500.
The boy then raised a simple question: if the train was delayed for several hours because of the railway, why should the passenger be held responsible for staying at the station?
He had purchased a valid platform ticket and was only there to drop his family.
If the delay was caused by the railway, shouldn’t there be some consideration for passengers and their families who are forced to wait longer?
It raises a genuine question about whether passengers should be fined when they remain at the station because of a railway delay.
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I've got a RO + UV + UF + CU + Alkali + Sediment filter that would work for 2 years.
I paid, ₹10,400, ≈ $110 USD. Free Installation.
I finally got a Reverse Osmosis filter!
For the past 3 years, I've been traveling the world looking for a place to live. Now I have a yearly rental in Cyprus; I've started upgrading my life 🤗
The RO filter purifies drinking water by removing up to 99% of heavy metals and chemicals in tap water.
Mine is the Cross 90 by Ecosoft. It costs $800, including installation.
My longevity stack is now:
💨 2 air filters
💧 Water filter
🛏️ @eightsleep pod
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Yes, I just hope it doesn't get nerfed in a week!
@claudeai
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Hey @thsottiaux, What's up with this?
Will be using Opus 5.5 in the meantime.
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