RESIDUAL
tools for the parts that break.
01 whyhold anywhere · 2× speed
02 whathold anywhere · 2× speed
Mean time to fix
1.3 minResidual / Pulse
3.9 minClaude Code
Cost per task
$0.19Pulse · DeepSeek v4.1
$0.39Claude Code · Opus
Cases fixed (of 11)
11Pulse
9Claude Code
Internal benchmark, 11 injected-fault cases. Mean time is over the cases each tool fixed; Claude Code missed one fault and found another without applying it. Results vary by task and setup.
03 whohold anywhere · 2× speed
Yash Patel
Built a 380M-parameter language model from scratch. Too much of the work became finding out why it broke.
Paul Guillemette
Building a custom architecture that reduces VRAM consumption by 600x.
04 installhold anywhere · 2× speed
Python 3.9+PyTorch · TensorFlow · JAX · CuPy · NumPyOpenRouter sign-in or an API key
01
Install
02
Verify
03
Start
pulse: command not found?
To make plain pulse work, add Python's scripts folder to your PATH once:
04
Choose an agent
Pulse walks you through setup: account, workspace, agent model, key. No key? Sign in with OpenRouter and use free models. Or paste an API key; a pasted key is never written to disk.
05
Ask
Tell the agent what to fix. No changes to your training code.