Agent-directed
Claude Code, Cursor or Codex can drive the workflow from the developer’s environment.
↗ Flash / managed post-training
Small models.
Trained to go further.
A managed post-training loop designed for coding agents—from a clear training objective to a production-ready small model.
Designed to be driven byClaude CodeCursorCodex
Training route
FS / 001InputBase model
LoopAgent-directed
OutputProduction candidate
Route activeManaged by Flash
01 Small-model focus02 Agent-driven workflow03 Managed post-training04 Production destination
01 The gap
Frontier quality isn’t the only route to production.
Small models can be the right operational choice, but raw model quality can leave a gap. Freesolo’s premise is to close that gap through iterative post-training—without making the buyer assemble the entire training stack first.
THE PREMISEKeep the smaller model.
Train for the job.
Train for the job.
02 The managed system
Point your coding agent at the training loop.
Flash is Freesolo’s managed post-training package, designed to be driven by the tools technical teams already use.
Managed loop
Post-training becomes a guided operating path, not a collection of disconnected infrastructure decisions.
↗Production-bound
The story ends with a model candidate and a real workload—not with a platform feature list.
↗03 The route
One objective.
One visible path.
Conversion improves when the product journey is concrete enough to picture before the first call.
- 01DEFINE
Set the objective
Bring the workload, base model and behavior the team needs to improve.
- 02TRAIN
Run the loop
Let the coding agent drive the managed post-training workflow and iterate.
- 03EVALUATE
Review the candidate
Measure the resulting small model against the production job it needs to do.
Start with a real workload
Where does your small model need to go further?
Use the workload as the brief. Let Flash become the route.
Discuss a workload