TTTran Tien Vaninvandatateam.hashnode.dev·5h ago · 2 min readWhy Project Perception Changes the Security Agent MarketMAI-Cyber-1-Flash is Microsoft's first in-house-trained security model, but the more consequential product decision is where security reasoning can lead: Project Perception connects investigation to c00
TTTran Tien Vaninvandatateam.hashnode.dev·18h ago · 2 min readThe 2026 EU AI Act milestone is an observability testThe key timeline finding is that August 2, 2026 is not an industry-wide switch for all high-risk duties. It chiefly marks the transparency inflection point, which changes the near-term engineering pri00
TTTran Tien Vaninvandatateam.hashnode.dev·2d ago · 2 min readWhy AI evaluation harnesses now belong in threat modelsThree production-impacting incidents emerged from Anthropic’s review of 141,006 evaluation runs. The industry lesson is not that evaluation failure is frequent; the disclosed denominator cannot establ00
TTTran Tien Vaninvandatateam.hashnode.dev·3d ago · 2 min readThe Context-Window Race Is Becoming the Wrong ComparisonOne million tokens is no longer a differentiator among Kimi K3, Claude Opus 5, and GPT-5.6 Sol: each supports that scale. The more consequential industry change is that buyers now need evidence from c00
TTTran Tien Vaninvandatateam.hashnode.dev·4d ago · 2 min read100,000 researchers will expose the real AI infrastructure gapA planned 100,000-person research cohort will move the industry bottleneck from frontier-model access to evidence management. OpenAI is starting with about 10,000 researchers this summer, expanding 00
