Self-improving AI · framework

An AI system that improves itself.

SIA wraps any model or agent and autonomously raises its performance on a benchmark task, measured, not asserted. The scaffolding learns; you own the direction.

IMPROVEMENT LOOPRUN 14
01
Evaluate
score on the benchmark
02
Propose
a change to the system
04
Keep / revert
only if score went up
03
Re-test
measure the delta
BENCH+ illustrative

// how it stays honest

[bench]

Benchmark-gated

Every change is kept only if it raises a measured score, no vibes, no self-grading.

[wrap]

Model-agnostic

Point it at any model or agent. SIA improves the system around it, not the weights.

[auto]

Autonomous

Runs the propose / test / keep loop on its own until the gains stop coming.