50% off GLM-5.3, one week only, running on DigitalOcean. If you're building on @vercel AI Gateway, this is the week to try the latest model from Z.ai. 👇
Your agent can write the code. Can it open the PR? 🤔
Every tool it touches needs a credential. Action Gateway makes this fast, easy, and safe to manage.
Attached after the request leaves, used once, discarded. The model never sees a key.
It doesn't care what harness you run,
Killed the GPU mid-training run. Zero steps lost.
@bnarasimha21 simulated a reclaim notice mid-run on a full-parameter Qwen3-8B fine-tune using an AMD Instinct™ MI350X spot GPU Droplet. The checkpoint (98.3 GB) hit DigitalOcean Spaces 5.4 min later. A replacement picked up at
Most teams test pgvector on a few thousand rows, see fast results, and assume it stays that way.
But It doesn't. Latency holds flat, then spikes once your index outgrows RAM and Postgres starts reading it off disk. That jump depends on your index size, not your row count, so
.@vercel and DigitalOcean are teaming up to bring GLM-5.3 to Vercel AI Gateway users at half the cost, for one week only.
Offer details here. 👉 do.co/4qPma98
