The Brief

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Caption the text inside images to stop models garbling it

Recraft's ML team traces broken text rendering to training captions that describe the scene but never transcribe the words inside it. Fixing that caption gap is what they credit for Recraft V3's reported top ELO ranking in text-to-image.

• 01Read

  Krea ships an agent that builds runnable node graphs

  The agent reads existing canvas state, proposes a stage plan for approval, inserts conversion nodes where types mismatch, and prices each node before it runs. Edits reprocess only what sits downstream, so a late change does not re-run the whole pipeline.

  Krea→
• 02Read

  Krea bin-packs GPU inference without forking the scheduler

  Instead of adopting Volcano, YuniKorn or KAI-Scheduler, Krea steers the stock Kubernetes scheduler with dynamic taints driven by a PromQL signal, then uses the Descheduler and Kueue to rebalance. Overflow capacity is reached only once the owned cluster is full.

  Krea→