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Self-improving loop detector — the compounding engine. Use → tiles → I2I → instincts → better.

Project description

peripheral-vision

Self-improving loop detector. The compounding engine.

Silicon should always be getting better. Track improvement loops through their stages, detect acceleration and stalls, surface signals that need attention. The loop: use → tiles → I2I → instincts → better → more use.

Usage

from peripheral_vision import PeripheralVision

pv = PeripheralVision()
loop = pv.create_loop("main", stages=["use", "tiles", "i2i", "instincts"])

for _ in range(10):
    loop.tick()
    loop.record_metric("quality", current_quality)

status = pv.diagnose("main")  # ACCELERATING, STABLE, STALLED, etc.

Zero deps. pip install peripheral-vision

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