Pushing the Limits of Nvidia GPUs
1 month ago, Morph v3 hit 4,500 tokens/sec—already the fastest way to apply AI-generated code edits.
Today, Morph v3-fast shatters the 10,000 barrier: 10,500+ tokens/sec per request.
No gimmicks. No batching tricks. Try it yourself with our API.
👉 See full benchmarks
That’s 2.3x faster than our previous best, 5x faster than search-and-replace, and 175x faster than frontier models.
The Fastest Model Ever on Nvidia Hardware
| Model | Speed | Best For |
|---|---|---|
| morph-v3-fast | 10,500+ tok/sec | Complex edits with speed + accuracy balance |
| morph-v3-large | 2,500 tok/sec | Maximum precision for high complexity |
Why 10,500 Tok/Sec Matters
At this speed, AI code application becomes invisible infrastructure.
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Before: Claude suggests a refactor → 8s delay → context lost
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Now: Refactor applied before you finish reading
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Before: Multi-file changes = batching + prayer
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Now: 50+ files in under 2s
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Before: Agents pause, users wait, flow breaks
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Now: Continuous flow—nothing to notice
A team at a Fortune 100 fintech just applied a 15k-token multi-file refactor in under 400ms. The same job took ~20 seconds with traditional tooling.
Technical Breakthroughs
Speculative Architecture
- Semantic speculation → predicts patterns inside logical blocks
- Structural speculation → anticipates formatting + indentation
- Context speculation → pre-generates likely completions
GPU Optimizations
- Fused transformer ops eliminate intermediate memory writes
- Dynamic attention patterns tuned for code structure
- Custom kernels optimized for Hopper/Blackwell
The Invisible Threshold
Human perception studies show:
- sub 500ms: Feels instant
- 500–1000ms: Noticeable but fine
- 1s+: Breaks flow
At 10,500 tok/sec, even 5k-token files process in sub 300ms.
That puts almost every coding task in the “invisible” range.
Workflows Unlocked
- Speculative Editing: Apply changes as models generate suggestions
- Real-Time Collaboration: Multiple developers accept AI diffs instantly
- Agent Swarms: Dozens of agents coordinate edits in parallel
- Interactive Refactoring: Restructure entire codebases with real-time feedback
Benchmarks
Single file edits (1k–3k tokens):
- morph-v3-fast: 500ms
- Traditional: 2,500–7,500ms
Multi-file refactors (10k+ tokens):
- morph-v3-fast: ~1000ms
- Traditional: 25,000ms+
Architectural changes (25k+ tokens):
- morph-v3-large: ~2,500ms
- Traditional: 60,000ms+
What’s Next
- 15,000+ tok/sec with next-gen kernels
- Sub-100ms latency for most common edits
- Batch operations across hundreds of files in real time
If your coding agents aren’t doing edits at 10,500 tok/sec, they’re already behind.
Get your Morph API key or contact us for dedicated throughput instances.