
The Research Is Clear: Coding Agents Are Bottlenecked by Search, Not Coding Ability
A survey of recent research on why AI coding agents fail — and why the answer is almost always retrieval, not generation.
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.
The fastest model to run on any hardware— built and served on our own infrastructure. 10,500+ tok/s, 98% accurate.
AI browser testing for your PRs. Reads the diff, tests the changes, and embeds video recordings directly in GitHub. No test scripts to write.
A fast, parallel code exploration sub-agent. Better, faster code context — without context rot.
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 (%)
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.

A survey of recent research on why AI coding agents fail — and why the answer is almost always retrieval, not generation.

As coding agents run for hours and days, two things change: agents need real code search to navigate, and human oversight moves from the IDE to the pull request.

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

How we trained WarpGrep, a fast context model specialized in doing the dirty work of code search, using highly parallel code retrieval that matches frontier coding models while taking 5x less time

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.
Discover how Morph transforms code editing and agentic workflows.