TGViewer
Fluence Fluence @fluence_official · 74.5K subscribers
Post #499 1.05K
⚡️ Excited to share another great project built on Fluence!

⚙️ Fine-tuning DeepSeek-R1 for Smart Contract Security by Nishant Pandav.

▫️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
  • ❤ 9
  • 👏 5
  • 🔥 3
More from @fluence_official
  1. Sep 8, 2026VPC is live on Fluence 🔒☁️ Build multi-VM deployments on isolated VPC networks, with subn…
  2. Sep 1, 2026September is off to a strong start: we’ve secured another $5.5M deal 🪄 The customer is bu…
  3. Aug 25, 2026Wrapping up a productive summer with some exciting news! Another $15.4M+ deal secured thro…
  4. Aug 20, 2026fluence.network → fluence.ai We’re moving to a new domain, but this is more than a url cha…
  5. Aug 18, 2026💥 $6M in GPU cluster contracts — and we’re just getting started! Since launching Fluence…
  6. Aug 4, 2026Introducing GPU Cluster Auctions — a new way to source reserved GPU capacity on Fluence ⚡…
Threads Profile ViewerView any public Threads profile without an account.Open ThreadLook →Writing with AI? Make it sound human.Metric37 rewrites AI drafts so they read naturally. Free AI detector, 1,500 words free.Try Metric37 →