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Aakash Gupta (tweeted 2026-07-16) asserts AI has collapsed the defenders' time…

Brief

AI-driven tooling has erased the traditional defender time advantage, Aakash Gupta warns (2026-07-16): exploit research now takes minutes rather than days, so detection and faster scanners won't suffice. He calls for upstream prevention—continuous image rebuilds, SBOMs and SLSA provenance—while Dan Lorenc says Chainguard raised $800M to protect open source.

Why it matters

Aakash Gupta (tweeted 2026-07-16) asserts AI has collapsed the defenders' time lag: attacker research that used to take days now takes minutes, so speed of scanning is no longer a sustainable edge—"whoever ships clean wins."

Key details

  • Prevention must move upstream: continuously rebuild container images so CVEs don't accumulate and attach SBOMs plus SLSA provenance to know exactly what is shipping.
  • Dan Lorenc (@lorenc_dan) warns "Open source is dying" and says his company Chainguard raised over $800M to build infrastructure that stops cyberattacks before they start.
Source evidence

Security's whole defense used to be a time lag. Ship the code, wait for a scanner to flag the holes, patch before anyone could exploit them. Attackers needed days of research to find an exploitable hole. You had weeks. The weeks were the whole defense.

AI just closed that gap. The research phase that took an attacker days now takes minutes. A faster scanner won't save you here. Once both sides run the same models, speed stops being anyone's edge. Whoever ships clean wins. Whoever ships fast and hopes gets found.

So the fix moves upstream. Stop shipping the vulnerability. Rebuild images continuously so CVEs never pile up. Attach SBOMs and SLSA provenance so you always know exactly what's shipping.

Detection had a good run. Prevention wins from here.

Dan Lorenc (@lorenc_dan)

Open source is dying.

We raised over $800M to save it.

Chainguard is the world’s first infrastructure that stops cyberattacks before they can start:

Video

— https://nitter.net/lorenc_dan/status/2077784199482724667#m