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SHELB./.......
4.6K posts
SHELB./.......
@hmuch099
Founder @Alfielunaa Honk 🪿 Defender @aztecnetwork || @SatsumaDEX OG 🍊 || Elite Goat @iotex_io 🐐
Katılım Nisan 2024
1.4K Takip Edilen355 Takipçiler
𝙏𝙝𝙚 𝙍𝙚𝙖𝙡 𝘼𝙄 𝘽𝙤𝙩𝙩𝙡𝙚𝙣𝙚𝙘𝙠 𝙞𝙨 𝙄𝙣𝙛𝙧𝙖𝙨𝙩𝙧𝙪𝙘𝙩𝙪𝙧𝙚, 𝙉𝙤𝙩 𝘼𝙡𝙜𝙤𝙧𝙞𝙩𝙝𝙢𝙨
Echo-2 fundamentally rewires the economics of RL post-training. Here are the core technical takeaways:
➜ 𝗥𝗲𝗱𝗲𝗳𝗶𝗻𝗶𝗻𝗴 𝗖𝗼𝗺𝗽𝘂𝘁𝗲 𝗔𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲:
Instead of relying on expensive, lockstep cloud clusters, Echo-2 utilizes Asynchronous RL with bounded staleness. It transforms a volatile, decentralized mesh of consumer GPUs into a stable, enterprise-grade compute engine.
➜ 𝗙𝗮𝘂𝗹𝘁-𝗧𝗼𝗹𝗲𝗿𝗮𝗻𝘁 𝗡𝗼𝗱𝗲 𝗥𝗲𝘀𝗶𝗹𝗶𝗲𝗻𝗰𝗲:
The system is engineered to thrive on hardware chaos. If a consumer node drops offline, the software-defined scheduler instantly reroutes the workload without halting the broader training process.
➜ 𝗦𝗼𝗹𝘃𝗶𝗻𝗴 𝘁𝗵𝗲 𝗣𝟮𝗣 𝗡𝗲𝘁𝘄𝗼𝗿𝗸 𝗕𝗼𝘁𝘁𝗹𝗲𝗻𝗲𝗰𝗸:
Pushing 60+ GB of model weights typically cripples distributed setups. Echo-2 resolves this using the Lattica protocol, deploying a peer-to-peer broadcast tree that shifts data dissemination from a linear bottleneck to a logarithmic curve.
➜ 𝗤𝘄𝗲𝗻𝟯-𝟯𝟬𝗕-𝗔𝟯𝗕 𝗕𝗲𝗻𝗰𝗵𝗺𝗮𝗿𝗸:
A standard cloud run demands 124 hours and $4,490. Echo-2 executed the exact same job in 9.5 hours for just $425. This delivers a 10.6x increase in research throughput and a 13.0x speed increase with absolutely zero algorithmic degradation.
➜ 𝗟𝗼𝗴𝗶𝘁𝘀:
Logits is the fastest, most affordable way to post-train models. Build custom RL runs with simple primitives and iterate at 10x velocity, while we handle the entire distributed execution layer behind the scenes.
Gradient@Gradient_HQ
They crashed. They fell. They exploded on the pad. Then they got back up. Faster, wiser, stronger. Breakthroughs don't come from one perfect run, they come from the freedom to fail 100 times. Introducing Echo-2, distributed RL that boosts AI research throughput by 10x.
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SHELB./....... retweetledi
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daily early projects
@ExponentFinance – onchain portfolio construction platform ($5m seed)
@onemoarchance – social platform for TCG collectors ($3.2m seed)
@Ontorium_io – physically backed gold onchain as RWA on Arbitrum
@Fira_Lend – fixed-rate lending protocol with zero-coupon bonds on Ethereum
@Featherlend – Morpho intelligence layer for isolated lending and leverage
@0xBitpulse – risk protocol for the open economy
@realMeld – access stablecoins and digital assets anywhere
bookmark if useful
follow or miss tomorrow's alpha
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Intelligence should be a public good
not a corporate asset.
@Gradient_HQ is the first project actually building that reality
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One of the worst feelings
>> You pick a project because the tech is solid, the use case makes sense and you genuinely believe in it you give your time, your energy, even contribute
And then no recognition, no rewards nothing
>> Meanwhile the projects you ignored the ones you didn’t vibe with end up doing insane drops
hurts in a different way
anyone else been there
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[ FREE OPPORTUNITY TO EARN DAILY MONEY ]
- Meet app.numolabs.ai
- sign-up and do tasks daily
- earn rewards and withdraw 💰
- everything free
Want more?
> Refer your friends
> Earn 10% of your refferals whenever they makes a payout
> Be early and refer more to your friends and family
> Give them a free chance to earn stimmies in this bear market
( Backed by Story Protocol, Poseidon and a16z)
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“Tutorial when?” NOW
Hope you watch, learn and implement. Will love to see you use it in your edits ❤️.
Tonyy (♟️,♟️) ℵ@Tonyyofficial24
I know it's Tuesday, but what are you working on?? 👀 Decided to learn this effect. Might be using it as a transition for my videos. What do you think?
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GVC moved from Abstract to ETH and became one of the best IPs on ETH.
Fugz moved from Abstract to ETH and the floor is rising rapidly.
I think @finalbosuX is the only collection that’s on the wrong chain.
If they move to ETH, it could easily hit 0.1+ ETH.
And more people would start talking about Finalbosu.
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If a project’s DM is closed, the comment section becomes your pitch lane.
Don’t comment like a job seeker.
Comment like someone who already understands growth.
Instead of:
“hire me”
“check DM”
“I need a job”
Say something valuable:
“Strong narrative. This project needs consistent onboarding content and community activation to really scale adoption.”
That does 3 things:
1. Shows you understand Web3 growth
2. Makes the team notice your thinking
3. Pushes them to check your profile
Your profile then does the rest.
Bio should clearly position you:
Web3 Growth | Community Manager | Engagement & Moderation
In Web3, visibility gets you hired before DMs do.
Be early under their posts.
Be consistent.
Be useful.
The comment section is where recognition starts.
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@soldinal stealing @netrun_xyz idea and branding is not the right move you bozo
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