Introducing Ponder Training.

Build your own models.

An experimental lab for SFT, RL and Decision Models. Train LoRA, Engram or Neuron Training adapters and build continual learning loops with our harness or your own.

iOS app

Ponder Training

Train with a workflow and adapter, then evaluate the candidate in an experiment.

SFT
Learn from reviewed examples.
RL
Learn from rewards.
Decision model
Learn to choose between options.
Continual learning
Connect new tasks, choose review rules and a schedule, and compare each candidate within your spending limits.
Explore Ponder Training Explore continual learning

Example: RL + LoRA

Training loopLoRA adapter
  1. RolloutsGenerate responses
  2. GradeScore with your rewards
  3. Update LoRATrain adapter weights
  4. CheckpointVersion your adapter
  5. EvaluateCompare with baseline
  6. ServeCall your model API
New outcomes. Next adapter.

Models

  • Qwen3 0.6B
  • Qwen3 8B
  • Qwen3.5 4B
  • Qwen3.5 9B
  • Qwen3.8 27B
  • Nemotron Lightning 3.5 30B A3B

OpenPond Desktop & Harness

Work with agents beside your local projects, then turn a dataset into an evaluation plan without leaving the app.

Explore Desktop

Start with a real task.

Get to work with OpenPond.