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CVE fatigue
Exploitation timeline has crossed what patching time was designed for. In 2026, the average vulnerability is already exploited in the wild before a patch is available.
TTE measures the gap between CVE public disclosure and first confirmed in-the-wild exploitation. Zero = same-day.
*2026 covers H1 only — 35,872 records in six months, already three quarters of all of 2025. That is 198 new CVEs every single day, and the curve bent upward the moment agents started finding bugs at scale.
AIKO Monitor
AIKO learns how your application behaves and detects exploitation from live traffic — even when the vulnerability isn’t known yet. It blocks the attack, then drafts and verifies the patch.
Conflicting framing made the edge and origin parse /api/import differently.
Leftover bytes became POST /admin/service-tokens; the trusted origin returned a privileged token.
Seven seconds later, that token retrieved three production credentials from /internal/deploy/secrets.
A custom WAF rule stopped 11 follow-up requests to /internal/deploy/secrets; every request returned 403.
AIKO drafted a guard that rejects ambiguous framing before proxying and replay-tested the original payload against it.
A novel WP2Shell variant confused WordPress's nested batch handling and used fabricated cached posts to create an administrator. Its unfamiliar payload passed the site's WAF. Aiko removed the account and stopped it from happening again.
A URL submitted to /api/webhooks/test redirected to 169.254.169.254 and returned temporary cloud credentials. AIKO blocked nine follow-up requests at the edge and drafted a private-network denylist for the fetcher.
AIKO saw POST requests rotating the Next-Action header return 200 from the export action while the same session received 403s from neighboring admin routes. It moved the role check into the action and replayed the sequence; all 17 calls now return 403.
A novel WP2Shell variant confused WordPress's nested batch handling and used fabricated cached posts to create an administrator. Its unfamiliar payload passed the site's WAF. Aiko removed the account and stopped it from happening again.
A URL submitted to /api/webhooks/test redirected to 169.254.169.254 and returned temporary cloud credentials. AIKO blocked nine follow-up requests at the edge and drafted a private-network denylist for the fetcher.
AIKO saw POST requests rotating the Next-Action header return 200 from the export action while the same session received 403s from neighboring admin routes. It moved the role check into the action and replayed the sequence; all 17 calls now return 403.
AIKO Infra // For AI labs
We attack sandboxes, eval environments, agent permissions and model infrastructure to find the boundaries a capable model can actually cross — before launch.
Adversarial testing of agent and RL runtimes for host escape, cross-tenant access, secret exposure, network breakout and control-plane compromise.
Verify that cyber evals, RL workloads and model-generated code cannot pivot through package caches, artifact stores, orchestration services or the public internet.
Attack the paths to weights, checkpoints, datasets and research artifacts across registries, notebooks, CI/CD, cloud IAM and internal access controls.
Probe tool permissions, delegated credentials, MCP integrations and approval boundaries to turn limited agent access into higher-impact actions.
Before a model, agent or infrastructure release, attack the exact production configuration with frontier models and human researchers.
"AIKO delivered a detailed, well-documented penetration testing report. Great way to gain confidence in security."
"AIKO helped us meet tight deadlines and worked through the weekend to make sure we were ready for our big launch across iOS, Android, and the Web."
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