The question "do large language models have intelligence?" has become the most polarizing debate in AI. One camp points to emergent reasoning abilities as proof of genuine intelligence. The other dismisses it all as statistical parroting. Both sides talk past each other because they're answering different questions. After a structured multi-perspective analysis—combining empirical evidence, mechan
This is Part 1 of a two-part series. Part 2 (coming soon): Connecting to spoke clusters from a controller using multicluster-runtime, driven by ClusterProfile. The Cluster Inventory API (multicluster.x-k8s.io) is driven by SIG-Multicluster and centered on the ClusterProfile resource. It only delivers value when something produces those ClusterProfiles. That something is a cluster manager. Today, t
Recently, I got tired of depending on paid cloud models for every coding experiment. Cloud models are great. They are fast, convenient, and usually very capable. But they also come with the usual baggage: cost, rate limits, internet dependency, privacy questions, and that small feeling that every serious coding workflow is rented from someone else's GPU. So I started exploring local LLMs properly.
When developers travel, we usually prepare the obvious things. Laptop charger. But there is one dependency that is easy to underestimate until it breaks: mobile internet. A trip to China makes this especially obvious. Not because China is hard to travel in, but because so many basic interactions are mobile-first: navigation, translation, ride-hailing, hotel communication, ticket confirmations, pay
A defaced website is a curious problem. It's loud — anyone visiting the page can see something is wrong. But it's also quiet from a server's perspective: HTTP returns 200, your uptime monitor is happy, your TLS cert hasn't moved, and the CMS logs show a "successful" content update from a legitimate-looking session. The signal is on the rendered page, not in the metrics. I run a site at hi3ris.blue
So here's the thing about the deepseek v4-pro pricing schedule that has been making the rounds on hn this week (thread 48002136, 494 pts / 198 comments) — the 75% promotional discount everyone has been routing to is calendar-deterministic. it expires 2026-05-31 at 15:59 UTC. that's 27 days from today. on june 1 the same agent that costs you $87 in tokens will cost you $348. most teams i've talked
The same AI that detects threats in milliseconds can be manipulated with a single sentence. There's a quiet revolution happening inside every modern Security Operations Center. It doesn't wear a hoodie. It doesn't sleep. It processes 10 million events per second without blinking. It's AI — and it's now your most powerful analyst, your fastest threat hunter, and your most complex attack surface all
You just ran a dependency scan and the report shows 133 vulnerabilities. 34 are Critical. 68 are High. The dashboard is red, the backlog is exploding, and every item looks urgent. The engineering team asks the obvious question: where do we start? This is where vulnerability remediation prioritization matters. Without a clear framework, teams either panic and chase the loudest CVE, or they ignore t