Rethinking Continual Learning: Learn the Pattern, Not the Correction
How Perpetual turns corrections into tested hypotheses before changing memory, harness, or weights.
Blog
Notes on AI that learns
Ideas, experiments, and technical notes on agents that learn from business outcomes.
How AI Agents Learn Know-How by Doing the Work
How Perpetual agents turn long-horizon work into private learning loops that improve small open-source models.
What AI learns from
Building intelligent AI is becoming less about model size and more about what it learns from in real work.
AI that learns the way you do
The idea underneath everything we're building.