OpenPond
OpenPond

Build your own models.

The first continual learning provider. Installs directly in your favorite harness and trains on your errors to help your model avoid making the same mistake twice.

Get API Key
Open-sourceDownload our Desktop app & harness
iOS app· Android soonSee it work

Ponder Fix-it

Turn a fixed mistake into a learning opportunity.

Connect your harness, keep working, and capture tool errors with the corrections that actually worked. Ponder Fix-it keeps that context together so you can review useful recoveries, train a specialist, and consult it from your next session.

Meet Ponder Fix-it
  1. 01

    Capture

    Keep the failed tool call, its context, and the successful recovery together. Your harness keeps control of execution.

  2. 02

    Train and evaluate

    Review the examples you want to learn from. Train a LoRA adapter and compare it with the base model before activation.

  3. 03

    Consult next time

    Ask the specialist for a proposed correction from your harness. Execute with your normal permissions and verify the result.

Ponder Training

Build, run, and serve continual learning with our shared, stacked, or merged LoRA pipelines.

Bring your datasets and rewards. Prepare training, preserve each checkpoint, evaluate the result, and serve your selected model through OpenPond’s API. Choose the adapter strategy that fits your workload, with explicit control over what goes live.

Explore Ponder Training
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.

OpenPond Desktop

Your harness. Your training workspace.

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

Explore Desktop

One agent package. Every place you work.

The same source-backed agent can run beside a local project in Desktop, the CLI, or the TUI, and continue in OpenPond Cloud from the web.

DesktopWebCLITUI

See how OpenPond compares.

Read straightforward, sourced comparisons across AI work products and open-source agent harnesses.

Explore all comparisons →
  • ChatGPT Work
  • Claude Cowork
  • OpenCode
  • Pi
  • Oh My Pi
  • Hermes Agent

Start with a real task.

Get to work with OpenPond.

Get API KeyDownload our Desktop app & harnessRequest a demo