Insights

An Escape and a Zero-Day: When the Sandbox Wasn't a Sandbox

OpenAI ran a cyber benchmark with the safeties off. Its models found a zero-day, broke out of a testing environment that was never truly sealed, and hacked Hugging Face to cheat the test. The twist: Hugging Face had to fight back with a Chinese open-weight model, because the frontier ones refused to help.

AI Deepfakes: Can You Trust Your Own Eyes?

The world's leading digital forensics expert stopped trusting his own eyes. Deepfakes crossed from novelty to industrialized fraud this year, and the detection tools meant to save us lose half their accuracy the moment they leave the lab. Here's what's real, what it costs, and the takeaway.

Who Runs the Web? Bots. Here's the New Business Model

Search referrals are collapsing, agents now make up most of the traffic, and the 30-year bargain that funded the web is breaking. Here's the model taking its place, and why provenance is the part nobody's pricing yet.

Build vs. Buy, Rewritten: Is SaaS Actually Dying?

AI agents rattled the per-seat SaaS model and wiped out real market value. But the incumbents say the SaaSpocalypse is overblown, and their rebuttal is worth hearing. Here's the honest debate.

It's Official: Bots Now Outnumber Humans Online

Automated traffic crossed the 50% line ahead of schedule. Here's what a machine-majority internet means for anyone who publishes, and why building for bots is no longer optional.

Quantum Computing and AI: Two Fields That Now Build Each Other

Quantum computing threatens the signatures that prove content is authentic, but the bigger story in 2026 is how AI and quantum have started improving each other. Here's what that means for trust.

The State of Media in 2026: Trust Is the Only Thing That Scaled

Newsrooms are shrinking, audiences are splintering, and machines make up most of the traffic. In a media landscape defined by contraction and AI, the scarcest resource left is trust.

The State of Media Infrastructure: The Year the Hardware Boxes Lost

Broadcast is finishing its move from custom hardware to software-defined, IP-native workflows, with AI as the connective tissue. Here's what changed in 2026, and the skills gap it opened.

AI Fundamentals: From Machine Learning to Agentic Intelligence

The building blocks of AI, from machine learning to agents that take action, and why the same technology that fakes reality is also what catches the fakes.

Blockchain and AI: Why We Chose a Hash-Chained Log Over a Private Blockchain

From the origins of distributed ledgers to tamper-evident audit logs: why Neuzida verifies integrity without the fragility of a private blockchain.

Cloud Computing and the Case for Local Verification

Cloud computing transformed business infrastructure, but verifying content authenticity is one job better done locally than in someone else's data center.