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Jylus vs Loops

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Jylus compared with Loops
DetailJylus logo JylusLoops logo Loops
What it doesThe governed evidence and state layer for enterprise AI Python SDK for LoRA fine-tuning with supervised fine-tuning and reinforcement learning
StageNot given Not given
FoundedNot given Not given
Based inAU Not given
Pricing modelFreemium Not given
PricingNot given Not given
Key features
  • Drop in text, JSON or log files up to 32 KB
  • Single-use trial with no account required
  • API access with read and write scoped keys
  • Timeline evidence and state change tracking
  • forward_backward() operation for computing loss and accumulating gradients
  • optim_step() for updating the adapter
  • sample() for generating from current or saved policy
  • save_state() to save and resume training state
  • Tinker API compatibility
  • Separate trainer and sampler resources
  • Synchronous and asynchronous RL patterns
  • Frozen base model weights with LoRA adapter updates
  • Support for open models from Qwen, Google, DeepSeek, Moonshot AI, NVIDIA, and Z.ai
What makes it different
  • Source-backed proof IDs for every fact
  • Separates what happened from what was known at the time
  • Explicit contradictions and missing evidence in Context Packs
  • Free trial with 1 GB storage and 1,000 events/sec capacity
  • Managed training and sampling infrastructure, no setup required
  • Tinker-compatible API for easy migration
  • Ready-made SFT and RL recipes through Loops cookbook
  • Support for vision-language models
Community votes00
DR (Domain Rating by Ahrefs)1 −1 (down) since last check77 no change since last check
Trust Flow (Majestic)013
Citation Flow (Majestic)2143
Referring domains (Majestic)13550

3 details filled in for both companies.

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