$ git clone https://github.com/capsize-games/spikeforge.git
$ cd spikeforge && ./install.sh
$ cd spikeforge && ./install.sh
Leaky integrate-and-fire neuron
β=0.90, threshold=1.00, reset=subtract
β=0.90, threshold=1.00, reset=subtract
I[t]
U[t]
S[t]
[Open dashboardTrain, inspect, and deploy in the browser](https://dash.spikeforge.net/)
[Read the docsGuides, reference, examples, and plans](https://docs.spikeforge.net/)
[View project statusSee what is ready and what is in progress](#status)
[Explore on GitHubSource, issues, releases, and contributions](https://github.com/capsize-games/spikeforge)
AI that reacts when the world changes. #
Most AI processes every value at every step, even when nothing meaningful changes. Spiking neural networks work more like a nervous system: they send brief signals when events happen. That can help always-on sensors, robots, cameras, and audio tools react quickly while using less energy.
Spikeforge makes that approach practical. It gives researchers and developers one place to turn data into spikes, train and inspect networks, compare deployment targets, and ship models—without assembling the entire toolchain themselves.
Encoding
Training
Topologies
Datasets
Interpreter spine
Introspection
Deployment
Model hub
Dashboard
Status #
| Component | Status | Note |
|---|---|---|
| NIR export & validation | done | |
| Determinism & run tracking | done | |
spikeforge-serve |
done | |
| Pipeline builder | done | |
lava_loihi2 backend |
done | |
| Model hub — architectures | done | |
| Model hub — pretrained weights | not started | |
| On-chip / local learning rules | in progress | |
speck /xylo /spinnaker2 |
in progress | |
| PyPI release | done |
source & further reading
spikeforge.net — original article