Parametric learning in your code harness.
machine docs tinker coding-agents.md
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Using /tinker with coding agents #

Pi is the main interface. Other coding agents can run the same checkpoint commands through a small shell adapter.

Pi #

pi install git:tangled.org/cameron.stream/machine
pi
/tinker
/tinker use tinker://.../sampler_weights/final
/machine student

Other agents #

From this repository, replace /tinker with node scripts/tinker-agent-cli.mjs:

In Pi In another coding agent's shell
/tinker node scripts/tinker-agent-cli.mjs
/tinker use tinker://.../final node scripts/tinker-agent-cli.mjs use tinker://.../final
/tinker checkpoints logs/run --use node scripts/tinker-agent-cli.mjs checkpoints logs/run --use
node scripts/tinker-agent-cli.mjs use tinker://.../sampler_weights/final