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I almost stopped testing new models altogether. Not because they were bad. Because every call left a number climbing in the corner of my screen, and at some point I started watching that number more than I was building. A flat-rate backend fixed that for agent work. I swapped... show more

Chidanand Tripathi

117,387 subscribers

94,458 次观看 • 1 个月前 •via X (Twitter)

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R.I.P. per-token API pricing for AI agents 😭 a Chinese AI lab just dropped a flat-rate model backend built specifically for agentic workloads. i swapped my Claude Code to it in under 5 minutes. here's the full breakdown:

R.I.P. per-token API pricing for AI agents 😭 a Chinese AI lab just dropped a flat-rate model backend built specifically for agentic workloads. i swapped my Claude Code to it in under 5 minutes. here's the full breakdown:

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Liberals elections was dependent on fear, TDS, lies and that pretending Mark Carney is something he is not. Mark Carney:" because I am good negotiator, I have negotiated a number of situations in the past, I know how to manage crisis." How would you rate his management of crisis and negotiations?

Liberals elections was dependent on fear, TDS, lies and that pretending Mark Carney is something he is not. Mark Carney:" because I am good negotiator, I have negotiated a number of situations in the past, I know how to manage crisis." How would you rate his management of crisis and negotiations?

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For 6 months I woke up at 5 AM to catch Asian markets on Polymarket. During that time I lost my girlfriend, gained 8 kg, and got used to drinking coffee instead of breakfast Then I wrote an agent that monitors everything for me while I sleep. In the 1st month income went up 15% and I finally deleted the 5 AM alarm Turns out a half-asleep human trades worse than a 200-line script I thought discipline meant waking up early. In reality it was just stubbornness that cost me money and health. When I finally sat down to build the agent it became clear why Here is what is under the hood: 1. Sentiment analysis powered by Claude. Every 15 minutes the agent runs a feed from 40+ Asian sources: Reuters Asia, Nikkei, South China Morning Post, Yonhap 2. NLP tone classification. It compares sentiment shifts to open markets on Polymarket through the API, and if the news has already dropped but the odds have not reacted yet that is the entry window 3. Kelly criterion. A mathematical formula for position sizing instead of my usual "I will bet more, feeling lucky" 4. A hard stop at 5% of the deposit per trade so that 1 mistake cannot kill the entire account 5. A cooldown between entries so the agent does not stack up a cluster of correlated positions These are exactly the rules I was missing at 5 AM. I knew them perfectly well but consistently ignored them because on adrenaline and caffeine every bet felt like an "obvious opportunity" When I ran a backtest on my old trades it was genuinely painful: 60% of the bets I placed by hand in a half-asleep state would have been rejected by the agent for failing the expected value filter Those were the exact ones dragging the whole result down When I was building my agent I needed a benchmark. A wallet that already trades on similar logic so I could compare my results to someone else's Found 1 that works almost like a mirror of what I described: same Asian markets, same cold calculation without emotion. I still keep it bookmarked and periodically check how it handles the same situations: That is actually the wallet I started with when testing auto-copying through a bot before I launched my own agent. A useful thing if you want to see how a strategy works on someone else's example first and only then build your own:

For 6 months I woke up at 5 AM to catch Asian markets on Polymarket. During that time I lost my girlfriend, gained 8 kg, and got used to drinking coffee instead of breakfast Then I wrote an agent that monitors everything for me while I sleep. In the 1st month income went up 15% and I finally deleted the 5 AM alarm Turns out a half-asleep human trades worse than a 200-line script I thought discipline meant waking up early. In reality it was just stubbornness that cost me money and health. When I finally sat down to build the agent it became clear why Here is what is under the hood: 1. Sentiment analysis powered by Claude. Every 15 minutes the agent runs a feed from 40+ Asian sources: Reuters Asia, Nikkei, South China Morning Post, Yonhap 2. NLP tone classification. It compares sentiment shifts to open markets on Polymarket through the API, and if the news has already dropped but the odds have not reacted yet that is the entry window 3. Kelly criterion. A mathematical formula for position sizing instead of my usual "I will bet more, feeling lucky" 4. A hard stop at 5% of the deposit per trade so that 1 mistake cannot kill the entire account 5. A cooldown between entries so the agent does not stack up a cluster of correlated positions These are exactly the rules I was missing at 5 AM. I knew them perfectly well but consistently ignored them because on adrenaline and caffeine every bet felt like an "obvious opportunity" When I ran a backtest on my old trades it was genuinely painful: 60% of the bets I placed by hand in a half-asleep state would have been rejected by the agent for failing the expected value filter Those were the exact ones dragging the whole result down When I was building my agent I needed a benchmark. A wallet that already trades on similar logic so I could compare my results to someone else's Found 1 that works almost like a mirror of what I described: same Asian markets, same cold calculation without emotion. I still keep it bookmarked and periodically check how it handles the same situations: That is actually the wallet I started with when testing auto-copying through a bot before I launched my own agent. A useful thing if you want to see how a strategy works on someone else's example first and only then build your own:

Blaze

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akane smiling in a frame for so long to the point that i thought at first that my screen froze and my internet wasn't working properly, but it was all part of the scene lol

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I promise you my last choice, only you. Not because I am tired of searching, but because my heart has already found its home. In a world full of maybe and almost, you are my always. I choose you in the quiet, in the storm, in the days I shine and the days I break. If love is a road with no end, I will walk it with your name in my breath, and call every tomorrow by your eyes.

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Sensitive content

One time I was at London Victoria station sitting by the piano and a guy was playing anime themes When I started walking away I said he was talented and he stopped me to say he only kept going because he saw me and asked for my number I had a boyfriend but FUCKKKK MANNNN FUCKKKKKKK I DONT ANYMORE!!!!

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Lala baptiste reflects on the way she was raised and how BAD it was because she was raised by a single mum and her daddy wasn’t active in her life, she says she doesn’t want that for her kids with jay cinco👀 “The way that i was raised, i was raised by a single mother, a single teen mum, my dad wasn’t really active in my life, i didn’t see that for myself, so i would not start now at the age of 26”

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i was throwing $300 a month at tools that would die on me right when i needed them most. then this video showed up in my feed. a guy. a laptop. his hands moving through the air like he's conducting something invisible. 3D visuals responding to every finger. every gesture. live. i watched it three times before i believed it was real. the whole setup costs $2 a month. electricity. i sat with that for a while. i was paying $300 a month just to feel like i was doing it right. not because the expensive tools were better. just because i didn't know there was another way. now i do.

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We (Claude and I) made a new package: voxmlx It's an MLX implementation of Mistral's Voxtral mini realtime speech recognition model. It supports streaming audio and runs pretty fast on a laptop. To use it, simply: `uvx voxmlx` Also I did not write a single line of code for this package. Every line of code was written by Claude Code. More on that in thread.

We (Claude and I) made a new package: voxmlx It's an MLX implementation of Mistral's Voxtral mini realtime speech recognition model. It supports streaming audio and runs pretty fast on a laptop. To use it, simply: `uvx voxmlx` Also I did not write a single line of code for this package. Every line of code was written by Claude Code. More on that in thread.

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Today, I was in one of Geneva's parks when suddenly a plane flew overhead. Because of the trauma I experienced in Gaza, my first instinct was fear. For a moment, I thought it was going to drop a missile on us. Then, a few seconds later, I remembered that I am in Switzerland now, and that I am safe. War changes people in ways that are difficult to explain. Even when you leave, some parts of it remain inside you. My body may be here in Switzerland, but my memories are still in Gaza.

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11,898 次观看 • 26 天前

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38,649 次观看 • 3 个月前

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Scott Leech

10,246 次观看 • 5 个月前

I had to screen record this because she's describing the EXACT people my "cringe voice" is imitating in a way that I could not LOOL

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