bug-bounty517
xss287
rce153
bragging-post119
google109
account-takeover104
exploit103
open-source91
csrf85
privilege-escalation81
microsoft80
authentication-bypass79
facebook77
cve76
stored-xss74
access-control64
writeup63
reflected-xss63
ai-agents63
web-security62
malware61
ssrf53
input-validation52
defi48
smart-contract48
sql-injection47
cross-site-scripting47
phishing47
tool46
ethereum45
information-disclosure43
privacy42
cloudflare39
api-security39
apple38
web-application37
llm37
vulnerability-disclosure36
burp-suite36
lfi36
dos36
opinion35
automation34
oauth34
web334
reverse-engineering34
html-injection33
browser33
smart-contract-vulnerability33
responsible-disclosure32
0
7/10
Practical multi-layered defense strategy for Python supply chain security covering code linting, dependency pinning with cryptographic hashes, CVE scanning, SBOM generation, and Trusted Publishing with OIDC attestations. Includes real-world attack case studies (ctx, Ultralytics, GhostAction, Shai-Hulud) demonstrating why each defense layer is necessary.
supply-chain-security
python
dependency-management
package-security
pypi
vulnerability-scanning
secret-management
sbom
trusted-publishing
oidc
sigstore
pip-audit
ruff
hash-pinning
typosquatting
malicious-packages
github-actions-security
cryptographic-verification
Bernát Gábor
PyPI
Ruff
uv
pip-audit
CycloneDX
Sigstore
OIDC
Ultralytics
YOLO
virtualenv
tox
platformdirs
filelock
CNCF
ctx
PHPass
Flask
Jinja2
Werkzeug
MarkupSafe
zizmor
GhostAction
Shai-Hulud