zugDev

i write code sometimes

[zugDev @zugged]

@x3ideRaven @bet420hz @d_1awrence Must be to keep replying. Go retire baldie

[zugDev @zugged]

@DeeZe $pod

[zugDev @zugged]

@sayinshallah $LEU iykyk

[zugDev @zugged]

@cryptoleon @onchainmo This is standard in most European countries - welcome to the frontline kiddo

[Vadim (AI, ⋈) @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.

[zugDev @zugged]

@DreadsongSOL @Innerdevcrypto Latvian. I think I saw this guy blacked out outside of a club 3 years ago.

[zugDev @zugged]

@k0k1eth Why latvia F?

[zugDev @zugged]

@zachxbt 👉🏻 👈🏻 🥺 what about trove and @unwisecap

[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

[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 @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.

[zugDev @zugged]

@eyeonchains @blockzero @downsin @themafiaboss420 @octoseaa @cousincrypt0 @pwnlord69 @RookieXBT Is this true @RookieXBT @zachxbt ?

[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.

[zugDev @zugged]

@eyeonchains @unwisecap We stand with you

[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

[zugDev @zugged]

@mert Lmao dude stole sovereign watch repo and changed the UI and colors😹🫵

[zugDev @zugged]

@KaceFlips @playcambria @playdegenarena How to claim this shit?

[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

[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.