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15+ hour, 24+ min ago (16+ words) Python Startup Hooks and PyPI Release Trust, What the LiteLLM Incident Changed for AI Infrastructure'Penligent.ai...
Python Startup Hooks and PyPI Release Trust, What the LiteLLM Incident Changed for AI Infrastructure
15+ hour, 21+ min ago (511+ words) The broader lesson is simple: source provenance and artifact provenance are related, but they are not the same control. Security review that stops at code review is incomplete for any project distributing release artifacts through a public index. The artifact…...
PentAGI vs Penligent, What Security Teams Should Actually Compare Before They Trust an AI Pentest Workflow
18+ hour, 34+ min ago (511+ words) The table below is the comparison frame that actually matters. The table is not abstract theory. It is the practical consequence of reading product pages through the lens NIST and OWASP already give us. (NIST Computer Security Resource Center) The…...
AI in Cyber Security, Where It Works, Where It Fails, and What Teams Need to Secure Next
2+ day, 4+ hour ago (402+ words) This table is a synthesis, but it closely matches the way NIST, NCSC, MITRE, OWASP, and current threat-intelligence reporting describe the problem space. (Publicaciones del NIST) This is a judgment table rather than a standard, but it follows directly from…...
Hacker AI GPT Is Real, But the Real Risk Lives in the Workflow
2+ day, 7+ hour ago (534+ words) Hacker AI GPT sounds like a single thing. It is not. The phrase gets used for academic systems such as PentestGPT, commercial AI pentest assistants, underground "uncensored" chatbot brands, and agentic coding environments that can read files, call tools, and…...
LiteLLM on PyPI Was Compromised, What the Attack Changed and What Defenders Should Do Now
1+ day, 22+ hour ago (660+ words) A useful way to frame the incident is to map LiteLLM's deployment position to likely secrets at risk. A compact version-by-version summary helps separate what is urgent from what is merely interesting. The difference between those two rows is the…...
AI in Cyber Security — What Actually Changes When Attackers and Defenders Both Have Models
4+ day, 15+ hour ago (371+ words) The table below is a practical way to separate the categories. That table is synthesis, but it maps closely to the way current major vendors and standards bodies describe the space: bounded assistant use is already mainstream; deeper autonomy is…...
CVE-2025-66034, When a Font Build File Becomes an Arbitrary Write Primitive
6+ day, 13+ hour ago (318+ words) The upstream advisory includes the essential vulnerable lines. In conceptual terms, the old logic did this: The fixed logic effectively does this instead: That difference looks trivial until you remember what ../, nested relative paths, or absolute-style path content can do…...
CVE-2025-66034 — When fontTools varLib Turns a Designspace File Into a Write Primitive
6+ day, 12+ hour ago (343+ words) A simplified version of the trust failure looks like this: And the security hardening looks like this: That change is directly reflected in the upstream commit, where the code now strips directory components from vf.filename and the documentation notes…...
CVE-2025-66034, When fontTools varLib Turns a Designspace File Into a Write Primitive
1+ week, 2+ day ago (190+ words) Here is the practical risk matrix most teams should use: A quick local version check is still the fastest first pass: If you are scanning environments rather than a single virtualenv, dependency tooling is more useful: For containerized workloads, look…...