
Learning to Test Code Changes with RL
How we built a reward policy that trains browser agents to verify UI changes through code coverage and component engagement.
Apply AI-generated edits at 10,500+ tokens per second. No waiting, no lag—just instant code updates that keep your flow uninterrupted.
Subagent that uses parallel tool calls to agentically search huge codebases 5x faster. No embeddings needed.
Embeds a video of an AI agent testing your changes right in your GitHub PR. Catch UI bugs before your users do.
Merge LLM changes into your code and files - at 10,500+ tokens per second. 98% accurate + 2x faster than search-and-replace.
Embeddings built for code, trained on millions of commits. Outperforms Qwen3/OpenAI/Voyage on vibecoding retrieval benchmarks.
Parallel code search that finds the right code without polluting context. Precision retrieval at lightning speed.
Lightning-fast 10,500 tokens/sec edits —10x faster than alternatives
Model Processing Speed Comparison (Tokens/s)
Enterprise-grade 98% accuracy ensures your code works right the first time.
Model Accuracy Comparison (%)
Subagents that improve the developer lifecycle
Deploy Morph on your own infra - on-prem or cloud.
Flexible, high-capacity rate limits.
99.9% uptime SLA with top-tier support .
Ready-to-sign agreements for enterprise compliance.

How we built a reward policy that trains browser agents to verify UI changes through code coverage and component engagement.

Startups should use off-the-shelf IDEs. Enterprises have massive alpha in custom integrations. Here's the decision framework.

Stop waiting 15 seconds for edits. Stop searching the same files over and over.

How Morph MCP Server restores 10,500 tok/sec edits to Cursor and adds Warp-Grep for better context retrieval

How Morph Fast Apply is our first step building the sub-agent future. Small, specialized models that escape the valley of death.

Technical deep-dive: custom CUDA kernels + speculative execution for 2.3x speedup
Discover how Morph transforms code editing and agentic workflows.