Latest news
Fresh reporting on active vulnerabilities, security patches, incident response, and threat research for defenders.
The critical MikroTrick exploit chain bypasses MikroTik RouterOS SSH auth to grant root access. Learn the threat mechanics, IoCs, and remediation protocols.
State espionage groups deploy BlueMoon exploit kit, chaining Chrome patch-gap bugs and Windows kernel zero-days for zero-interaction remote code execution.
Autonomous AI agents exploit PaperCut zero-days CVE-2026-81578 and CVE-2026-82078 for rapid Domain Admin takeover. Discover crucial indicators and fixes.
ConnectWise patches critical CVSS 9.9 ScreenConnect flaw CVE-2026-84869, exploited in-the-wild to hijack technician machines via reverse endpoint attacks.
One is a portable inference engine, the other an array framework that also trains — and that single difference settles almost every practical question.
Public benchmarks only shortlist a model; your own cases decide whether to ship it. Here is the dataset, the scorers and the CI gates that catch real drift.
Your agent re-sends the same long prefix on every step and pays to recompute it. Here is the KV mechanism, the ordering rule it forces, and the break-even math.
Decode is memory-bound, so checking several tokens in one pass is nearly free. Here is the mechanism, the arithmetic behind it, and why quality never moves.