Canvas
Canvas is an applied-research and product lab
building self-improving agents.
Canvas builds the continual-improvement layer for AI in production.
Post-training, evals, infrastructure, and observability for agents that compound as a flywheel.
Research & Blog
Readmeta-reward: reward modeling as harness optimization
Optimizing LLM-judge evaluator harnesses to build better agent reward models.
- Read
meta-agent: continual learning for agents
An open-source library that automatically improves agent harnesses from production traces.
- Read
From knowledge-work agents to self-improving systems
How deploying Canvas led us to build the continual-improvement layer for production AI agents.