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60-second pi-tinker demo

This is the shortest path to see what the package does without bringing your own data.

pi install git:github.com/gvkhosla/pi-tinker

Then in Pi:

/tinker demo
/tinker next
/tinker doctor

Expected result:

  • A tiny customer-support training dataset is copied into examples/customer-support/train.jsonl.
  • Editable project files are generated: train_sft.py, eval.py, eval_checkpoint.py, tinker.yaml, and notes/plan.md.
  • .tinker-pi/state.json tracks your progress.
  • /tinker next shows the next safe step.
  • /tinker doctor tells you what is missing before real Tinker API usage.

With your own data, use:

/tinker new data.csv --goal "better customer support answers"

CSV shape:

question,answer
How do I cancel?,Go to Settings → Billing → Cancel subscription.
My order is late,Sorry — send us your order number and we’ll check it.

Real training requires TINKER_API_KEY and tinker-cookbook installed. The recommended flow is always:

/tinker doctor
/tinker validate data/train.jsonl --model Qwen/Qwen3.5-9B-Base
/tinker eval baseline --model Qwen/Qwen3.5-9B-Base --yes
/tinker smoke train_sft.py --yes