{"id":131,"date":"2026-10-29T07:07:09","date_gmt":"2026-10-29T07:07:09","guid":{"rendered":"https:\/\/bugskan.com\/?p=131"},"modified":"2026-10-29T07:07:09","modified_gmt":"2026-10-29T07:07:09","slug":"shadowmq-research-traced-unsafe-deserialization-across-ai-inference-projects","status":"publish","type":"post","link":"https:\/\/bugskan.com\/index.php\/2026\/10\/29\/shadowmq-research-traced-unsafe-deserialization-across-ai-inference-projects\/","title":{"rendered":"ShadowMQ research traced unsafe deserialization across AI inference projects"},"content":{"rendered":"<p>November 2025 reporting described Oligo Security\u2019s ShadowMQ research into unsafe deserialization in AI inference systems. The recurring pattern combined network-accessible ZeroMQ interfaces with Python pickle-based object handling.<\/p>\n<p>The report traced related implementations across multiple projects. Shared code patterns do not make every listed product equally exposed or give them one universal affected-version range.<\/p>\n<p>Inventory inference services and restrict internal messaging endpoints to intended peers. Consult each project\u2019s advisory for its affected versions and fix; an inference endpoint should not accept untrusted serialized objects simply because it sits on an internal network.<\/p>\n<p><a href=\"https:\/\/thehackernews.com\/2025\/11\/researchers-find-serious-ai-bugs.html\">Read the original source<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Oligo\u2019s findings concerned exposed messaging interfaces and Python deserialization, with different advisories for individual projects.<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"bugskan_incident_id":"inc_ea8746afa1d8cc","bugskan_event_type":"vulnerability","bugskan_response":"REVIEW","bugskan_technical_severity":"","bugskan_technical_severity_source":"","bugskan_evidence_quality":"medium","bugskan_affected_scope":"Project-specific inference messaging flaws discussed in the ShadowMQ research.","bugskan_recommended_next_step":"Restrict inference messaging interfaces and apply each project\u2019s relevant security fixes.","bugskan_who_should_check":"","bugskan_material_updated_at":"2025-11-14T00:00:00Z","bugskan_reviewer_name":"","bugskan_reviewed_at":"","bugskan_legacy_state":"mapped","bugskan_featured":false,"bugskan_sample":false,"footnotes":""},"categories":[1],"tags":[],"bugskan_format":[2],"bugskan_technology":[],"class_list":["post-131","post","type-post","status-publish","format-standard","hentry","category-uncategorized","bugskan_format-security-brief"],"_links":{"self":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/131","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/comments?post=131"}],"version-history":[{"count":1,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/131\/revisions"}],"predecessor-version":[{"id":350,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/posts\/131\/revisions\/350"}],"wp:attachment":[{"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/media?parent=131"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/categories?post=131"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/tags?post=131"},{"taxonomy":"bugskan_format","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_format?post=131"},{"taxonomy":"bugskan_technology","embeddable":true,"href":"https:\/\/bugskan.com\/index.php\/wp-json\/wp\/v2\/bugskan_technology?post=131"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}