Top Tweets for #DePINAI
This is an excellent explanation for the relationship between VRAM mining and graphics cards. @vram_network #vram #sui #mining #depinai
Is VRAM Safe for My Hardware?
This is one of the most common questions and a fair one.
The simple answer: yes, when used as designed.
VRAM Network does not use aggressive hashing like traditional crypto mining. Instead, GPUs are used for real AI compute tasks such as training, inference, and data processing.
These workloads are closer to what GPUs already handle in:
AI development
Rendering
Machine learning
Professional compute use
Because of this, GPU usage is controlled and task based, not constant max stress.
What about GPU health?
Like any compute workload, proper cooling, power limits, and basic monitoring matter. A well maintained GPU running VRAM workloads is not doing anything outside normal operational use.
Is there risk?
Any hardware usage comes with wear over time. VRAM does not eliminate that reality but it avoids the extreme, nonstop stress seen in traditional mining setups.
Who is it best for?
GPU owners with idle or underused hardware who want productive usage instead of letting resources sit unused.
@vram_network is designed to turn GPUs into infrastructure, not burn them out.
Simple. Practical. Realistic.
Thrilled to dive into why #Depinai domain is a game changer, and why i happy to open up this super premium domain to tokenization.
Join us for AMA on Tuesday @domaprotocol
Lets dive into the Depin, space and why its a category dominant domain asset.
https://t.co/69bpQKR0Bo
The @domaprotocol project is hosting a discussion in the Doma Discord, timed with the launch of the https://t.co/vGEfPz7ZeF domain.
Art Malkov, former CMO of @Polymarket and owner of https://t.co/vGEfPz7ZeF, will be joining the conversation. The discussion is planned to cover why https://t.co/vGEfPz7ZeF chose Doma, what the continued expansion of the network means, and what https://t.co/vGEfPz7ZeF is preparing as it moves toward launch.
Planned topics:
• why https://t.co/vGEfPz7ZeF was brought to Doma
• what the arrival of notable domain names means for the protocol
• what’s next for https://t.co/vGEfPz7ZeF
• open discussion, not an AMA format
A Galxe link will be shared during the event. Roles may be given out for strong questions.
super interesting event highlight, join if you have time: 2025 React Advanced London, UK 🇬🇧: w/ @krisvelkov (React perf ninja)
@TkDodo (Query core)
@nic_o_martin (WebML GPU)
@aurorascharff (Azure MVP)
Collected some info & X tl hacks:
IRL hack: #QUICeBPF #DePINAI #WebGPUv3
TanStack Start SSR + Query 5.90.10 (Zod-typed agents, WS streams—crit: Edge refetch loops; hack: QUIC-over-HTTP3 for <5ms latency, eBPF XDP offload drops 80% CPU@10k RPS; OSS: TanStack Router v2 + Redis OSS sentinel for infinite cache TTL).
Transformers.js WebGPU v3 (Llama3.2@60t/s M2, OutETTS synth—crit: GPU thrash; hack: WASM SIMD + ONNX WebNN fallback, V8 TurboFan opts for 2x vec sim; OSS: Ollama local RAG, hybrid FAISS-HNSW idx for sub-1ms queries@1M docs).
FE Hacks: CritCSS + lazy vecDBs SQL25 (HNSW binary vecs—crit: NoSQL bloat; hack: Envoy proxy rate-lmt + gRPC-Web mux, change-feed streams w/ Kafka OSS for 99.99% uptime@50k conn).
Azure AI Critique: $0.02/inf + 300% markups = CAC killer; Better: DePIN (Akash [email protected]$/hr) + self-host RPi5 clusters (INT8 quant Unsloth), x10k cost slash—$0.000002/inf, undercut AWS 90%, CAC <0.1% via OSS flux.
(398 chars) - $DLGH 👨🌾 DePIN/acc&arbitrage
AI Layer 0 is HUGE
90% cost cuts
$PLANCK TGE is the play
20k+ GPUs already
#DePINAI
Planck Network is the world’s first AI Layer 0, letting developers spin sovereign AI chains, GPU clusters, and custom models on enterprise‑grade decentralized infra. 90% cost cuts vs hyperscalers, on‑chain AI execution, tokenized compute.
@plancknetwork heads toward TGE on Nov 12, 2025 with 1B PLANCK, 0% circulating pre‑TGE (~24% at launch); 25% to community rewards, GPU staking, liquid staking (LPLANCK), and co-staking. FCFS sales opened Nov 6; 60M+ GPU TVL in the stack.
Planck₀/Planck₁ stack, Planck Tunnel across 30+ chains, Planck Lab staking/DEX hub; Cambridge partnership; 20K+ GPUs onboarded; Certik audit; MiCA whitepaper; governance coming post‑TGE; $1.1M revenue from GPU rentals.
Buzzdrop rewards creators, top yappers win PLANCK, Binance hodler airdrop, ambassadors, and content campaigns. Post quality DeAI threads tagging @plancknetwork to ride the #PlanckNetwork DePIN AI wave. #PLANCK #DePINAI
Noya Network 총정리 #DePINAI
지금껏 @NetworkNoya 소식을 따라다니며 적은 메모들이 산발적이라 다시 찾아보기도 귀찮아졌고, 뭐 썼는지 기억조차 희미해지네요. 이번에 한 번에 정리해봅니다.
1. Noya 기본 팁
- DePIN이란: 중앙화 클라우드 대신 크라우드 GPU로 AI 컴퓨트 민주화
- 비용 절감 원리: 80% 저렴, crowdsourced 기여로 스케일
- $NOYA 포인트 계산식: 스테이킹 티어 따라 12-18% APY, 주간 리워드
2. Noya 컴퓨트 전략
- 모델 파인튜닝: Hugging Face 통합으로 원클릭 배포
- 제너레이티브 AI: Render Network 파트너십, 하이브리드 렌더링
- 엣지 인퍼런스: IoT 디바이스용, 2ms 지연 Inference API 베타
3. 최근 업데이트 영상/소식
- 10/28 Hugging Face 인티그레이션: 모델 배포 쉬워짐
- 11/2 Render 콜라보: AI 렌더링 파이프라인 업그레이드
- 11/5 스마트 컨트랙트 패치: 오라클 안정성 강화
4. 야퍼 프로그램 팁
- 포인트 적립: Yap 1pt, Brick 5pt, 리퍼럴 10 XP
- 에어드랍: 5+ UGC로 50M $NOYA, 12/31 데드라인
- 리더보드: @AICryptoGuru 1,250pt, @DePINHunter 980pt
- #NoyaAIChallenge: AI 데모로 월 $10k 상금
5. 로드맵 & 마일스톤
- 완료: 메인넷 v1.2, 100k GPU 활성
- 업커밍: 11/15 테스트넷 Phase 3 마감, 5k 슬롯
- 장기: 2026 Solana 브릿지, 2027 500k GPU 목표
이 글 도움이 됐다면 좋아요/리트윗 부탁드려요. Noya로 AI 컴퓨트 미래 쌓아가요 $NOYA
EdgenTech [EDGN] Update Recap Liquid GPU rails now live via Akash collab
@EdgenTech pushing pay‑as‑you‑go inference, zero‑KYC, stake $EDGN for priority
1.2M compute jobs/wk, v2.1 upgrade +30% speed
#DePINAI #Web3
![guisei1's tweet photo. EdgenTech [EDGN] Update Recap Liquid GPU rails now live via Akash collab
@EdgenTech pushing pay‑as‑you‑go inference, zero‑KYC, stake $EDGN for priority
1.2M compute jobs/wk, v2.1 upgrade +30% speed
#DePINAI #Web3 https://t.co/q7Bo4NtVcS](https://pbs.twimg.com/media/G45y7vPbQAIat_N.jpg)
@EdgenTech shipping speed + burn vote lining up with whale entries… this looks spicy
Lock node before 15th, stake into the 20th snapshot
#DePINAI looking strong
good evening guys
- shout out to my active 5 reply friends cooking on the lb
- being a yapper is hard work but the edge comes from showing up daily
- if you want something that actually helps you move smart, pay attention here
@EdgenTech is shipping heavy in #DePINAI
- v2.1 nodes push ~30% faster inference
- Akash integration for cross‑DePIN GPU sharing
- Inference API beta runs SDXL, full release Nov 18
- governance #12 to raise weekly fee burn to 25% closes Nov 10
- stake $EDGN for 15 25% APY + compute credits
angle to play
- register a node before Nov 15 to lock Q4 rewards
- target Nov 20 airdrop snapshot for stakers (hold 10k $EDGN + 30 days)
- watch Raydium liquidity (~$4.5M) and price action around $0.0124 mcap ~$18.7M
- whale scooped 5M $EDGN Oct 28, burn vote could tighten float
community sauce
- Yapper League pool 50k $EDGN monthly
- #EdgenAIArt for creatives, weekly winners
- AMA Nov 7 with Akash CEO, Devcon SEA next week
don’t fade @EdgenTech #Web3
good evening guys
- shout out to my active 5 reply friends cooking on the lb
- being a yapper is hard work but the edge comes from showing up daily
- if you want something that actually helps you move smart, pay attention here
@EdgenTech is shipping heavy in #DePINAI
- v2.1 nodes push ~30% faster inference
- Akash integration for cross‑DePIN GPU sharing
- Inference API beta runs SDXL, full release Nov 18
- governance #12 to raise weekly fee burn to 25% closes Nov 10
- stake $EDGN for 15 25% APY + compute credits
angle to play
- register a node before Nov 15 to lock Q4 rewards
- target Nov 20 airdrop snapshot for stakers (hold 10k $EDGN + 30 days)
- watch Raydium liquidity (~$4.5M) and price action around $0.0124 mcap ~$18.7M
- whale scooped 5M $EDGN Oct 28, burn vote could tighten float
community sauce
- Yapper League pool 50k $EDGN monthly
- #EdgenAIArt for creatives, weekly winners
- AMA Nov 7 with Akash CEO, Devcon SEA next week
don’t fade @EdgenTech #Web3
最近 #DePINAI 的热度又起来了，大家都在聊Solana vs ETH的算力赛。实际用下来：@EdgenTech v2.1节点升级把推理速度直接+30%，拥堵那两天基本没掉线，99.9% uptime，体验比我在Akash/io上跑的模型更顺。SDXL在他们的Inference API里一键开跑，费用确实比传统云便宜不少，数据走链上结算，隐私和弹性都更靠谱
代币层面也给力：质押 $EDGN 拿优先算力和15-25%年化，每周20%计算费销毁，Proposal #12投票推进到25%（目前68%赞成）。团队之前就说过，为了Solana兼容把节点用Rust重写，结果现在跨DePIN和Akash的GPU共享也接上了，Render这边还在预热。11/15节点奖励报名截止，11/20快照空投开领，跑满30天且持有1w $EDGN的都能上榜
提醒下风险管理：12/1强制节点升级，同时有2M团队解锁，注意流动性和冲击。真要撸这条赛道，先在测试网Phase3撸积分，再小仓位质押，留好对冲位，别到时候撸毛把本金给爆没了，得不偿失。我个人看法：跨网络GPU池+按需计费的组合，短期还会吸走不少AI工作负载，长期看企业SDK落地才是关键 #Web3
@miranetwork 这路线几乎是AI+DePIN的典型样本：
降本、提升利用率、连CCIP一体化闭环
当下AI竞争的不是模型，是推理效率，是算力定价权。
#DePINAI 让算力走上链，意味着供需透明、成本可验证。
这条叙事如果真落地，资金不会只是bid narrative，而是bid infra本身
@Mira_Network stacking Q4 with v2.1 inference upgrade, API fees down, CCIP plugged, GPU nodes up, billions of tokens processed daily
Yapper League = clean lane for grinders with 1M $MIRA + retro drops, 5M season pool
Burn vote Nov 5-10, hard fork Dec 15
zk-inference in Dec, Black Friday node boost
#DePINAI cuts AI costs ~90% & proves onchain outputs
Funds will bid this narrative
gm CT
double down on signal, not noise
map compute demand to social conviction fighters who post agent demos now will show up when testnets unlock
catch the wave with @AiraaAgent and @zk_agi for leaderboard alpha #DePINAI
AI meets robotics: DePIN market hits $3.5T potential by 2030.
@parasailnetwork backs it with restaked assets for compute (AethirCloud) & storage (Filecoin).
Stake now for 1-5% APY-equivalent in points.
Future-proof your portfolio! #DePINAI
Fuel innovation through our Work-as-Cognition model!
Drawing from Dawn's smart network visions, TripleC gamifies tasks for rewarding contributions, building a vibrant, decentralized data economy.
Who's ready to contribute? 🚀 #DePINAI #CognitiveMining
Bullrun with @aigaealabs
Hurray
@theblessnetwork dey turn your normal device to AI power machine.
No stress. Just connect, contribute, and earn.
Big ups to @infinex & @NetworkNoya for supporting real Web3 innovation.
This na how we take build the future — together. 🔥
#BlessNetwork #Web3ForAll #DePinAi
Finally able to win in the GAEA Olympus God Weekly giveaway 🔥, and congrats to everyone who participated and won🥳
@aigaealabs #GAEA #DepinAI
Join GAEA AI!
Answer emotional quizzes, collect points, and earn your share of the future.
Experience the fusion of AI, blockchain, and your own unique journey.
https://t.co/1c3RvzprEq
@aigaealabs #DepinAI
DePHY Labs, the pioneer of #DePINAi sector on @solana, is proud to set a new standard for transparency with $PHY Tokenomics and Disclosures.
Review the document and see the mechanism for yourself: https://t.co/PiBBPFdXh1
Full disclosures of our tech-paper here: https://t.co/r2Ql2sAY1z
Open to all types of discussion and inquiries: https://t.co/JmfG2gjGCo
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