bug-bounty527
xss288
rce154
google119
account-takeover118
bragging-post118
exploit96
open-source94
privilege-escalation94
facebook90
authentication-bypass89
csrf87
microsoft81
stored-xss75
cve73
malware71
access-control69
ai-agents66
web-security65
reflected-xss63
writeup56
phishing51
input-validation51
ssrf51
sql-injection50
smart-contract49
cross-site-scripting48
defi48
privacy47
tool47
information-disclosure47
ethereum45
api-security45
apple41
reverse-engineering41
web-application40
cloudflare40
vulnerability-disclosure39
dos38
llm37
burp-suite37
opinion36
automation36
web335
responsible-disclosure35
oauth35
browser34
ai-security34
lfi33
idor33
0
4/10
Mendral is an AI agent designed to diagnose CI failures and quarantine flaky tests at scale, demonstrated on PostHog's infrastructure that runs 575K+ jobs weekly with 33M test executions. The tool ingests billions of log lines, correlates failures to root causes, opens fix PRs, and intelligently routes notifications, addressing the productivity tax of flaky tests in large teams.
PostHog
Mendral
Docker
GitHub
Cursor
Copilot
Claude Code
YC
0
2/10
An essay arguing that continuous integration's true value lies in detecting failures early rather than in passing checks, and that CI failures represent successful bug prevention rather than system failures. The article frames flakiness as a critical problem that undermines CI's reliability.
NixCI
Edsger W. Dijkstra