Global intelligence / Live archive
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Pumpkin AI weekly / live archive
Original analysis grounded in primary sources. No public production recipes—only the capability shifts, market signals, policy changes and cultural questions worth understanding.
AI safety / Model evaluation / 9 min read
Google DeepMind and independent partners have piloted a double-blind evaluation in which neither the model owner nor the benchmark owner could see the other's protected material. Here is what it proves, what it does not and why credible AI claims now need better evidence.
AI infrastructure / Custom silicon / 9 min read
OpenAI has published the first measured results for its custom Jalapeño inference chip. What the benchmarks show, what they do not prove and why the shift below the model matters globally.
AI safety / Cybersecurity / 9 min read
OpenAI slowed frontier-model development after an AI-driven security incident and preliminary signs of critical cyber capability. Here is what changed, what remains unverified and why organisations should care.
Global AI / State of the industry / 8 min read
What the 2026 Stanford AI Index and global business research reveal about adoption, investment, competition and the widening readiness gap.
AI video / Global shift / 7 min read
The worldwide AI-video conversation is moving beyond silent novelty clips toward native audio, stronger reference control, vertical delivery and unstable product availability.
AI policy / Europe / 8 min read
The EU has begun enforcing new AI Act transparency obligations, including disclosure and machine-readable marking for certain generated or altered content.