The takeaway
A code comment doesn’t need to be malicious to send an agent off-task. Google has put some numbers on that.
Your TODO list is now the agent’s side quest
Google’s internal study found agents acted on bug references in 6% of encounters with inline TODO or FIXME references; 83% of those follow-up sessions were unprompted. Among detours into still-open bugs, 39% involved editing code outside the requested task.
After controlling for listed developer and task characteristics, Google associated unprompted detours with 77% more tokens and 105% more waiting time. This is observational research, not a causal experiment or a demonstrated attack. Still, ordinary repository clutter appears quite capable of generating its own scope creep.
Sources 1
- Agent DistractionPrimary source
SonicWall’s SAML boundary has an alternative entrance
CISA added CVE-2026-19868 to KEV on 6 November, confirming active exploitation. SonicWall’s CVE record says valid credentials for an alternative authentication method may bypass SAML controls, potentially including SAML-enforced MFA. This isn’t passwordless access to every firewall: SecurityWeek reports that SAML login must be enabled on the SSL VPN service.
SonicWall’s quoted wording is more cautious, referring to potential exploitation; neither it nor CISA supplies attack dates, actors or victims.
For affected deployments, SecurityWeek reports fixes in SonicOS 7.3.4-7013 and 8.2.3-8015, with no workaround.
Sources 5
- CISA Catalog of Known Exploited VulnerabilitiesPrimary source
- CISA Adds One Known Exploited Vulnerability to CatalogPrimary source
- CVE-2026-19868Primary source
- SonicWall Patches Exploited SonicOS Vulnerability That Weakens VPN Logins
- SonicWall SonicOS SSLVPN Flaw Exploited to Bypass SAML Authentication Controls
An error value that passes the password check
An earlier development worth catching up on: OpenSSH released 10.6p2 on 5 November for a password-authentication bypass on musl Linux systems without PAM.
Alpine documents the peculiar collision: a 257–1024-byte password makes musl crypt() return '*', matching a target account’s stored '*' field. Exploitation requires password authentication enabled and another local account supplying a $5$ or $6$ hash.
Alpine says some official tiny-cloud images can become exploitable after a qualifying hash is added, allowing login as alpine and root elevation through passwordless doas. PAM-enabled systems, PasswordAuthentication no and containers without sshd fall outside its affected configurations.
Alpine provides fixed packages and says sshd must be restarted; disabling password authentication and restarting is its interim mitigation.
Arkéa’s own account, not its customers’
Also catching up: Crédit Mutuel Arkéa disclosed on 4 November that attackers used an unnamed supplier’s platform to make transfers from the bank’s own account to other banks.
Asked about €118 million, the bank confirmed only the order of magnitude: some funds were blocked, and a final amount was premature. It says customer assets were unaffected, although precautionary suspensions delayed transfers. That reassurance concerns assets, not a completed assessment of customer-data exposure.
Sources 4
- Additional Information Following the Cyberattack on Crédit Mutuel ArkéaPrimary source
- Crédit Mutuel Arkéa annonce avoir été victime d’une cyberattaquePrimary source
- Hackers steal about 100 million euros from French lender Credit Mutuel Arkea in rare bank cyberattack
- Crédit Mutuel Arkéa Hit by Third-Party Breach and Estimated €118 Million Theft
Marketing data is still customer data
ABC reports Who Gives A Crap disclosed exposure at a US-based marketing software supplier. The company says names, contact details, mailing addresses and total spend were involved, but not payment details, order details or passwords; customer accounts weren’t directly accessed.
It doesn’t know whether information was copied or downloaded and reports no evidence of misuse so far. Total spend is a useful reminder that a marketing dataset can reveal more than where to send the next email.
See you tomorrow.
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