zugDev

1.3K posts

zugDev banner
zugDev

zugDev

@zugged

i write code sometimes

Ether Katılım Temmuz 2021
1.2K Takip Edilen444 Takipçiler
zugDev retweetledi
Vadim
Vadim@zacodil·
Show me one Bittensor "achievement" that works without $TAO inflation subsidy. I went through them. Here's what I found: 1. Chutes "85% cheaper than AWS" - Miners subsidize compute in exchange for TAO emissions. Not architectural efficiency. In February 2026 Chutes killed the free tier because specific users were consuming 100-324x their subscription value. Surprising when the subsidy ends. 2. Chutes "privacy and censorship resistance" - Miners receive your raw request in plaintext on their hardware. They can log everything. TEE is "in development." For any real enterprise use case this is a blocker, not a feature. Censorship-resistance is for people who can't pass KYC, not for B2B. 3. Chutes "adversarial validation" - Multiple miners cross-check each other's outputs. Sounds robust. In practice it's latency overhead on top of already slow decentralized routing. Fireworks delivers 0.17s TTFT. Chutes doesn't publish theirs. 4. Covenant-72B "first decentralized large model" - Underperforms LLaMA-2 on most benchmarks. LLaMA-2 came out nearly 3 years ago. LLaMA-3.3 70B was trained on 15T tokens, Covenant on 1.1T. Technically interesting experiment with SparseLoCo. Calling it a competitive product is dishonest. 5. Ridges "beat Claude on SWE-bench" - Not on the official swebench leaderboard. All numbers are self-reported by the team selling the SN62 subnet token. For context: open-source Live-SWE-agent on top of Claude Opus 4.5 scores 79.2% on Verified - one repo, one week of engineering, no blockchain. 6. Ridges "4% to 41% in one week breakthrough" - They started from zero with no proper prompting or scaffold. Decentralization didn't improve the model. They just correctly configured an agent framework on top of DeepSeek. Any ML engineer reproduces this in a few days. 7. Ridges "winner-takes-all competition" - Agents use DeepSeek and Llama through Chutes. Subnet 64 subsidy feeds Subnet 62 subsidy. One inflation finances another. The narrative calls this composability. The reality is circular subsidy. 8. Ridges benchmark overfitting - The team themselves admitted: when they added Polyglot alongside SWE-bench, score dropped from 88% to 17-18%. Recovered to 41% within weeks. Classic benchmark overfitting, not real agent improvement. Exactly why they're absent from official leaderboards. 9. Subnet validation problem - For code you can run tests. For the other 120+ subnets (text, analysis, predictions) - validators vote subjectively. This opens the door to validator collusion and score gaming. The core unsolved problem of the protocol that nobody talks about. 10. 2024 security breach - Real wallet exploit through vulnerability in Python package v6.12.2. Network went into safe-mode, transactions frozen. For "trustless permissionless infrastructure" - instructive. The only honest Bittensor thesis: token subsidy aggregates distributed GPUs cheaper than building a datacenter. Interesting bet that this advantage survives as emissions decline. Unproven so far. I'm explicitly not looking at price - I don't care if $TAO is $100 or $500. I'm asking about the product. But judging by the thousands of people tweeting about Bittensor right now - most of them are looking at exactly the price.
Vadim tweet media
English
37
9
141
31.1K
Innerdevcrypto
Innerdevcrypto@Innerdevcrypto·
People are so dishonest about their own degenerate behavior I remember once giving a lecture to a group of people about honesty, and i asked the group, if you ever watched porn, please put up your hand. Nobody did. I asked again...only 2 of out of 30 did...then i laughed and the group laughed and all put up their hands Anyway: - i woke up various times in my own vomit as a student after getting insanely hammered - put 100s of dollars in the strings of girls in striptease bars - luckily resisted f**king a hooker after a friend called one when we were totally wasted - walked through the pond of park filled with duck-shit when a mushroom-trip went bad - woke up in the bed of a woman i had no idea how i met her, panicked, ran out of her home, and walking by a market where they were selling some fried sausages threw up and called 112 (911 basically) due to a panic attack - woke up in front of a bus-stop in the morning, wallet gone, phone gone, friend of mine covered in blood after falling on the floor lying on my back, a 3-day hangover. bank account empty after who knows what happened, all money spend in one bar - jerked off so often one day when i tried viagra for fun, i think like 6 times, that i could not get hard for like 3 weeks my degenerate times were short but legendary, and stopped after 22 years old, and every single thing i had to clean out emotionally when i turned inside...not a joke as you can imagine just be honest, look yourself in the mirror. I can do it now, i know what i did, i am ok with it, i cleaned it out, begged for forgiveness so i could let it go. Show some courage
English
8
2
181
15.2K
Koki
Koki@k0k1eth·
European countries tier list Switzerland and Monaco are SS tier, pretty dope countries and rich-friendly. Slovenia and Norway S tier. In Norway you can become a millionaire pretty quick but the cold weather idk. Slovenia is very underrated. Germany A, seems like a high rank, they used to be SS but fell pretty hard. Türkiye C, needs to improve their inflation in order to get higher. F is self explanatory.
Koki tweet media
English
129
11
132
28.5K
ZachXBT
ZachXBT@zachxbt·
John Daghita (Lick) was arrested in the Caribbean yesterday as a direct result of my investigation. In late January 2026, I exposed how John stole $ 46M+ in seized crypto assets from the US government by abusing access at CMDSS, his father's company, which held a USMS contract. John then taunted me multiple times via his Telegram channel and dust attacked my public wallet address with stolen funds. Thanks for the last laugh, John.
ZachXBT tweet mediaZachXBT tweet mediaZachXBT tweet media
English
1.1K
968
10.4K
1M
zugDev
zugDev@zugged·
@Sambhav_Gandhi Hes betting on IT security department incompetence. If its any serious company, they will catch on in a couple weeks/months. If its a startup, then that senior position is just a label and not representative of salary
English
0
0
1
112
zugDev retweetledi
Eye
Eye@eyeonchains·
BREAKING: Shane Sagar notorious for his countless scams, including the Gunna one is now claiming to have @unwisecap’s identity and is reportedly trying to sell it for $50K. Truly no honor among thieves
Eye tweet media
English
8
5
53
6.5K
zugDev retweetledi
Eye
Eye@eyeonchains·
This is a clear example of how @unwisecap pretends to be innocent and tries to solve the situation, from CEO to clown in 0.1 sec, getting a loan of 20M and then having to pay back 3M.
Eye tweet media
Eye@eyeonchains

1/ In the days following the catastrophic launch of @TroveMarkets, Unwise's DMs were flooded by many of the KOLs hired for the launch, panicking over the various threats received from angry and impatient KOLs trying to get their money back, began privately refunding many individuals, as some of them are in possession of his personal information.

English
2
8
47
8.7K
zugDev retweetledi
Eye
Eye@eyeonchains·
1/ In the days following the catastrophic launch of @TroveMarkets, Unwise's DMs were flooded by many of the KOLs hired for the launch, panicking over the various threats received from angry and impatient KOLs trying to get their money back, began privately refunding many individuals, as some of them are in possession of his personal information.
Eye tweet media
English
7
14
79
17.8K
zugDev retweetledi
Eye
Eye@eyeonchains·
In 5 hours, I’ll release the full list of your KOLs who were directly refunded by @unwisecap receiving substantial reimbursements after allegedly using unethical tactics such as coercion and threats to recover their funds. By doing so, they effectively became complicit in the scam drawing in and influencing investors who ultimately suffered losses
Eye@eyeonchains

1/ @TroveMarkets case update: many people have understandably reached out asking how the investigation is progressing. Since I’m currently the only one still actively working on this case, I want to make one thing clear first despite my lack of public updates since my last post, I have remained fully active behind the scenes and have continued to brief the authorities on every new movement.

English
13
16
130
12.7K
zugDev
zugDev@zugged·
@mert Lmao dude stole sovereign watch repo and changed the UI and colors😹🫵
English
1
0
0
488
mert
mert@mert·
just built a missile air defense system simulator with claude showing different types of missiles and air-defense systems to get a better understanding of how they work
English
151
58
1.3K
117.6K
zugDev retweetledi
Eye
Eye@eyeonchains·
11/ I have fully mapped the fund flows and reported them to the relevant authorities worldwide who are working on this case. I have also contacted the compliance officers of the following CEXs to request the immediate freezing of the funds. I reiterate my appeal to these platforms: you are receiving stolen funds, and the accounts being used are mule accounts purchased through fraudulent groups. Some of these deposit addresses have already been used by other users and appear to be genuine accounts that could be linked to the organization behind the scam. The LP is associated with highly questionable criminal actors and activities. @HTX_Global @HuobiGlobal @kucoincom @Gate @krakenfx @Bybit_Official @LBank_Exchange @coinexcom @binance
English
1
3
26
1.8K
zugDev retweetledi
Eye
Eye@eyeonchains·
1/ @TroveMarkets case update: many people have understandably reached out asking how the investigation is progressing. Since I’m currently the only one still actively working on this case, I want to make one thing clear first despite my lack of public updates since my last post, I have remained fully active behind the scenes and have continued to brief the authorities on every new movement.
English
15
19
140
26.5K
zugDev retweetledi
ZachXBT
ZachXBT@zachxbt·
@orangie because it’s trained on your posts
English
385
67
5.2K
132.9K
zugDev
zugDev@zugged·
@playcambria Any airdrop for those who farmed XP previously?
English
0
0
1
1.2K
Eye
Eye@eyeonchains·
I’ve heard so many completely conflicting takes, and somehow no one noticed the most interesting part, the companies where insider trading still seems to be permissive didn’t even make it in as options Funny how Kalshi didn’t add this market to their platform and Polymarket didn’t include themselves as an option in their own market. Coincidence? Or are we just supposed to politely not look in that direction?
Eye tweet media
ZachXBT@zachxbt

NEW: Major investigation dropping February 26 on one of crypto’s most profitable businesses where multiple employees abused internal data to insider trade over a prolonged period of time.

English
22
1
122
57.1K
Aztec
Aztec@aztecnetwork·
Blink and you’ll miss it. 45% of tokens from the sale are staked. 95% of currently staked tokens are from pre-TGE diamond hands. It’s been 24 hours.
Aztec tweet media
English
45
15
122
11.2K