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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.
The attacker completed recovery for their own account, then submitted the verified reset grant with a support operator's email. The server validated the grant but not the account it belonged to.
After signing in with the new password, the attacker used the platform's “Log in as customer” feature to create a short-lived session for a workspace owner.
The new session opened billing exports and requested a preview covering 4,218 customer and invoice records. No export had been generated yet.
AIKO linked the password reset, compromised support account, impersonation session, and export preview. It revoked the attacker's access; the export action and 49 retries all returned 403.
AIKO drafted guards that bind reset grants to the account that completed recovery, require fresh authentication before impersonation, and reject support sessions from sensitive exports. It replay-tested the complete sequence.
An unfamiliar payload resembling CVE-2026-63030 and CVE-2026-60137 manipulated WordPress's nested batch handling and fabricated cached posts to create an administrator. The chain slipped past the site's WAF. Aiko removed the account and blocked further attempts.
A service-only route returned 401. The attacker repeated the request with X-Forwarded-Client-Cert, a header meant to be added only by the mTLS proxy; the API returned 200 and identified the caller as deployment-service. AIKO linked the single-header change to the identity switch, blocked 19 follow-up requests, and applied a rule that strips client-supplied certificate headers before authentication.
The same user received 403 from /admin/runtime, then 200 from /ops/%2e%2e/admin/runtime. The app's security check saw the URL begin with /ops and allowed it. The router then decoded a hidden ../ segment, changing the request's destination to /admin/runtime. AIKO blocked 31 encoded variants and drafted a fix that normalizes paths before checking access.
An unfamiliar payload resembling CVE-2026-63030 and CVE-2026-60137 manipulated WordPress's nested batch handling and fabricated cached posts to create an administrator. The chain slipped past the site's WAF. Aiko removed the account and blocked further attempts.
A service-only route returned 401. The attacker repeated the request with X-Forwarded-Client-Cert, a header meant to be added only by the mTLS proxy; the API returned 200 and identified the caller as deployment-service. AIKO linked the single-header change to the identity switch, blocked 19 follow-up requests, and applied a rule that strips client-supplied certificate headers before authentication.
The same user received 403 from /admin/runtime, then 200 from /ops/%2e%2e/admin/runtime. The app's security check saw the URL begin with /ops and allowed it. The router then decoded a hidden ../ segment, changing the request's destination to /admin/runtime. AIKO blocked 31 encoded variants and drafted a fix that normalizes paths before checking access.
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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