▫️Nishant fine-tuned DeepSeek-R1-Distill-Qwen-7B for smart contract vulnerability detection using GRPO + LoRA on a single A100 80GB.
▫️ The biggest gain was vulnerable vs clean classification and structured output reliability, improving first-pass screening and integration.
▫️ Fine-grained diagnosis lags, DASP categorization improved modestly, and SWC identification remains weak, limiting audit reliability.
▫️ Training charts show the model learned format compliance faster than security reasoning, improving usability before trustworthiness.
▫️ The Hugging Face release makes the model testable, check out here.
▫️ Built on Fluence GPU for just $30.97, this makes it a strong low-cost task-specific model prototype
📂 Repo on Github
📖 Read more about this case
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Fluence is sharpening its focus on AI and GPU infrastructure 💻
That shift is followed by major changes to the Fluence platform:
▫️FLT Upgrade for the Next Phase
▫️Fluence Rollup Sunset
⚠️ Asset Migration from Fluence Rollup to Ethereum L1
▫️FLT Staking on Ethereum is live in Token App
▫️Provider Incentives Completion
Learn more in our latest blog article👇
That shift is followed by major changes to the Fluence platform:
▫️FLT Upgrade for the Next Phase
▫️Fluence Rollup Sunset
⚠️ Asset Migration from Fluence Rollup to Ethereum L1
[action required from Apr 1st 2026 to April 1st 2027]▫️FLT Staking on Ethereum is live in Token App
▫️Provider Incentives Completion
Learn more in our latest blog article👇
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Fluence – Cloudless Computing Platform
Fluence Platform Update: Sharpening Our AI Focus and Strengthening FLT - Fluence
Fluence is sharpening its focus on AI and GPU infrastructure. That shift is followed by major changes to the Fluence platform: FLT Upgrade for the Next Phase, Fluence Rollup Sunset, Asset Migration to Ethereum L1, FLT Staking on Ethereum, Provider Incentives…
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The asset migration from Fluence Rollup to Ethereum L1 has been successfully completed ✅
All FLT and USDC balances have been automatically migrated to Ethereum L1, and pFLT has been converted to FLT on Ethereum L1 at a 1:1 ratio.
You can now claim your funds via the Migration Tool and stake them.
⚠️ The claim window will remain open until 1 April 2027
All FLT and USDC balances have been automatically migrated to Ethereum L1, and pFLT has been converted to FLT on Ethereum L1 at a 1:1 ratio.
You can now claim your funds via the Migration Tool and stake them.
⚠️ The claim window will remain open until 1 April 2027
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flt.fluence.network
Fluence Token App — Stake FLT, Earn Rewards
Earn your share of decentralized cloud platform revenue by staking FLT.
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Fluence DAO Q1’26 report is out! 🧮
Vesting for Fluence investors, team, advisors, and founders has been completed, a new staking contract has been rolled out, and the rollup has been wound down.
Check the full breakdown of DAO spend, remaining treasury balances, allocation, circulating supply, and liquidity management in Q1 of 2026
Vesting for Fluence investors, team, advisors, and founders has been completed, a new staking contract has been rolled out, and the rollup has been wound down.
Check the full breakdown of DAO spend, remaining treasury balances, allocation, circulating supply, and liquidity management in Q1 of 2026
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We just released Persistent Storage Volumes and Public IP management in Fluence Console 💽
You can now attach persistent disks to virtual machines and create public IPs directly in the Console, making it easier to run a wider range of workloads on Fluence, including:
> databases and other stateful services;
> backend applications with persistent data;
> long-lived development and staging environments;
> services that need stable public endpoints;
> deployments that require storage to outlive a single VM
Learn More | Start Deploying Now
You can now attach persistent disks to virtual machines and create public IPs directly in the Console, making it easier to run a wider range of workloads on Fluence, including:
> databases and other stateful services;
> backend applications with persistent data;
> long-lived development and staging environments;
> services that need stable public endpoints;
> deployments that require storage to outlive a single VM
Learn More | Start Deploying Now
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Fluence DAO governance is moving to our native Token App 🧑⚖️
You now can vote, create proposals, and follow DAO updates natively in Token App, instead of Tally (as it's being shutting down)
Try now 👉 flt.fluence.network/governance
You now can vote, create proposals, and follow DAO updates natively in Token App, instead of Tally (as it's being shutting down)
Try now 👉 flt.fluence.network/governance
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Introducing GPU Cluster Auctions — a new way to source reserved GPU capacity on Fluence ⚡
Instead of going back and forth with providers to understand what’s available and at what price, post your requirements once and let providers bid for your request.
Compare offers side by side across price, SLA, fabric, deployment model, and availability.
With short bidding windows, auctions enable GPU cluster price discovery in near real time — so you can see where providers are willing to price the capacity you need.
Live now with 6,000+ GPUs in clusters available globally 🌐
Explore GPU Cluster Auctions now 👉 https://auctions.fluence.network/
Instead of going back and forth with providers to understand what’s available and at what price, post your requirements once and let providers bid for your request.
Compare offers side by side across price, SLA, fabric, deployment model, and availability.
With short bidding windows, auctions enable GPU cluster price discovery in near real time — so you can see where providers are willing to price the capacity you need.
Live now with 6,000+ GPUs in clusters available globally 🌐
Explore GPU Cluster Auctions now 👉 https://auctions.fluence.network/
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Since launching Fluence GPU Auctions, demand and supply are already finding their match
Need compute? Have capacity?
Join now
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fluence.network → fluence.ai
We’re moving to a new domain, but this is more than a url change🌈
Since the beginning of the year, we’ve been doubling down on GPU infrastructure and building Fluence into a cloud business for AI workload — fluence.ai reflects where we’re headed🚀
Same Fluence, new home. So if you see fluence.ai in your browser, inbox, or links from us — don’t be confused. It’s us🙌
We’re moving to a new domain, but this is more than a url change
Since the beginning of the year, we’ve been doubling down on GPU infrastructure and building Fluence into a cloud business for AI workload — fluence.ai reflects where we’re headed
Same Fluence, new home. So if you see fluence.ai in your browser, inbox, or links from us — don’t be confused. It’s us
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Wrapping up a productive summer with some exciting news!
Another $15.4M+ deal secured through Fluence GPU Auctions🔥 🔥 🔥
96 H100 nodes across Asia are going into production on Fluence, powering inference and model training
More high-value GPU deals are moving through the platform, connecting serious demand with available capacity through competitive bidding.
Looking for GPUs — or have capacity to sell?
Join the platform and start bidding ⤵️
auctions.fluence.network
Another $15.4M+ deal secured through Fluence GPU Auctions
96 H100 nodes across Asia are going into production on Fluence, powering inference and model training
More high-value GPU deals are moving through the platform, connecting serious demand with available capacity through competitive bidding.
Looking for GPUs — or have capacity to sell?
Join the platform and start bidding ⤵️
auctions.fluence.network
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September is off to a strong start: we’ve secured another $5.5M deal 🪄
The customer is building AGI to find the shortest path from biology to medicines. We’re helping make sure compute isn’t the bottleneck 🦾
Bring your workload too! Let GPU providers compete for it at Fluence GPU Auctions ⤵️
auctions.fluence.network
The customer is building AGI to find the shortest path from biology to medicines. We’re helping make sure compute isn’t the bottleneck 🦾
Bring your workload too! Let GPU providers compete for it at Fluence GPU Auctions ⤵️
auctions.fluence.network
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VPC is live on Fluence 🔒 ☁️
Build multi-VM deployments on isolated VPC networks, with subnets, security groups, managed egress, and cloud-init.
Keep databases and backends private, and expose only the VMs that need a public endpoint🗝
Learn more 👉 https://fluence.ai/blog/fluence-vpc/
Build multi-VM deployments on isolated VPC networks, with subnets, security groups, managed egress, and cloud-init.
Keep databases and backends private, and expose only the VMs that need a public endpoint
Learn more 👉 https://fluence.ai/blog/fluence-vpc/
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Fluence – Cloudless Computing Platform
Fluence VPC is Live: Private Networking for your VMs - Fluence
Private networking is now live on Fluence VPC, allowing users full control over multi-VM deployments an isolated path for internal traffic.
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