New free tool DecryptAds scrapes and cross-references ads.txt, app-ads.txt and sellers.json files to map every ad vendor and data broker on a site or app. It surfaces supply-chain red flags like unauthorized sellers and ad networks tied to adversarial nations, opening adtech's walled data to security researchers.
An Anthropic-EPFL preprint demonstrates self-propagating payloads that survive context wipes by writing into persistent prompt files (SOUL.md/MEMORY.md), infecting the next agent up to 55% of the time. A one-paragraph system-prompt warning cut spread to near zero, framing the risk as real but currently limited.
A rule can be enabled, error-free, and useless if the data it queries is gone. deadair is a read-only CLI that checks Elastic and OpenSearch rule inventories against live telemetry, flagging rules with no matching source, stale or empty data, missing fields, and ingest-lag blind windows. Outputs terminal, JSON, HTML, and Prometheus metrics.
Trail of Bits' agentcov brings gcov-style coverage to AI coding agents: it hooks Codex, Claude Code, and Pi sessions to record every line an agent actually reads, then renders per-line read counts as LCOV, gcov, JSON, and HTML heatmaps. Unread files show up as zero coverage, and unparsed read events get audited instead of silently dropped, so security teams can finally see what agents touched during a task.