
Research
SANDWORM_MODE: Shai-Hulud-Style npm Worm Hijacks CI Workflows and Poisons AI Toolchains
An emerging npm supply chain attack that infects repos, steals CI secrets, and targets developer AI toolchains for further compromise.
spectate
Advanced tools
A library for Python 3.6 and above that can track changes to mutable data types.
With spectate, complicated protocols for managing updates don't need to be the outward responsibility of a user and can instead be done automagically in the background. For instance, syncing the state between a server and client can controlled by spectate, so users don't have to.
https://python-spectate.readthedocs.io/en/latest/
pip install spectate
pip install spectate --pre
pip install git+https://github.com/rmorshea/spectate.git#egg=spectate
git clone https://github.com/rmorshea/spectate && cd spectate/ && pip install -e . -r requirements.txt
If you're using Python 3.6 and above, create a model object
from spectate import mvc
l = mvc.List()
Register a view function to it that observes changes
@mvc.view(l)
def printer(l, events):
for e in events:
print(e)
Then modify your object and watch the view function react
l.append(0)
l[0] = 1
l.extend([2, 3])
{'index': 0, 'old': Undefined, 'new': 0}
{'index': 0, 'old': 0, 'new': 1}
{'index': 1, 'old': Undefined, 'new': 2}
{'index': 2, 'old': Undefined, 'new': 3}
FAQs
Track changes to mutable data types.
We found that spectate demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 1 open source maintainer collaborating on the project.
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Research
An emerging npm supply chain attack that infects repos, steals CI secrets, and targets developer AI toolchains for further compromise.

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