Morph Launches: The "Other Models" You Need to Build Coding Agents like Cursor

Morph recently launched!

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^{"Instantly apply AI output into code and files (1600+ tok/sec). Build your own coding agents."}

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^{TLDR: Morph: the “other models” you need to build the best coding agents like Cursor and Windsurf.}

^{Retrieve and rerank code, stuff context, and apply edits to files FAST. Relevant context, fast applies, every time.}

^{Morph Apply: The fastest way to apply updates from Claude, GPT-4o, and others into any file - codebases, docs, etc - 1600+ tok/sec}

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Try API for Free →

Benchmarked on a 9,000 token file, ~4 seconds

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Founded by Tejas Bhakta

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The Problem

There’s no good way to apply edits that models want to make into files. Outputting the full file again is slow and expensive. Diff/Patch edits are brittle and a poor product experience.

In a production setting, AI agents need to update thousands of files. What about when you have a 50k token docx to update? Or when you need to be world-class at retrieving relevant info from a 500+ file repo?

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Solution:

Morph is the foundational infrastructure for AI Coding Agents that work and feel amazing - not a quick demo.

Tired: Chunked RAG and having Claude re-output full files

Wired: Syntax-aware embeddings, reranking, and Fast Apply models = the perfect product experience

Cursor and Windsurf roughly do this:

1. For a query, search for top-k relevant embeddings.
2. Re-rank the corresponding content with a re-ranking model → stuff prompt using Claude/Gemini tool calls
3. Use Claude/Gemini to generate small, focused changes
4. Use a Fast Apply model to apply those changes back to the original file

They provide:

Morph Apply: Fast Apply model: Merge updates from GPT-4o, Claude, and others into your files in under 2s (1600 toks/second)
Morph Embeddings: Syntax-aware embeddings, built for code

Morph Reranking: Rerank functions/classes or file snippets to stuff your context with only the relevant context - every time.

Try it Now →

Morph SDK: Intelligently watch for file changes + smarter embeddings.

Morph Fast Apply dropped errors by 8x vs. patch-based edits in their internal IDE and worked on their largest files - Staff Eng @ Fortune-50

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Learn More

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^{🌐 Visit morphllm.com to learn more.}

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^{⚡If you’re building the Cursor for ___, or building agents that modify code: Email the team here.}  

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^{⭐ Grab a Time Here: Get Started for Free: https://morphllm.com}

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^{💥 Self Host Morph}

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^{👣 Follow Morph on LinkedIn & X.}

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