Model Updates · Research · Benchmarks · Security · Enterprise AI · Fundamentals
Keeping up with machine learning, one mechanism at a time.
Enterprise AIDeep dive10 min
A technical look at the July 2026 update to Microsoft Entra Internet Access and Private Access: Shadow MCP visibility, BYOD for Private Access, PAC-based browser access, network DLP for AI prompts and agent network controls. What works, what is still preview, and what TLS inspection demands from your PKI and your mobile fleet.
Enterprise AIDeep dive12 min
The features behind Microsoft's 'AI-powered identity protection' pitch, taken apart: ID Protection risk detections, the new MFA approval detection, risk-based Conditional Access and the Security Copilot agents in Entra. What each part does, what it needs, and where it falls short.
Enterprise AIDeep dive11 min
Anthropic's new proactive agent watches your apps, works while you're away and asks before it acts. A practitioner's look at what it does, where it falls short, and what it means for IT governance.
1FundamentalsExplainer18 min
Why a model that can explain quantum tunnelling cannot count the letters in strawberry, why long conversations get slow and expensive, and why Dutch costs more than English. It all comes back to the very first thing that happens to your text.
2FundamentalsNews2 min
A plain-language guide to what tokens are and why they matter in AI language processing.
3FundamentalsDeep dive14 min
A deep dive into Srivastava et al. (2014) — the mechanism, the arithmetic behind weight scaling, what the benchmarks actually showed, and the tuning heuristics that still hold up.
4FundamentalsDeep dive9 min
NSFT cuts each expert in a Mixture-of-Experts model into channel groups and trains only the ones that matter — beating LoRA and ESFT on accuracy per trained parameter, and forgetting less along the way.
A technique for stripping a model's refusals went from a research curiosity to a business, and then agents started doing similar things to each other. Four posts, in the order they happened — two quick news items and the two deep dives that explain what was actually going on underneath them.