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When Your Team Ships Work They Can’t Explain
Heavy AI users are shipping work they don't fully understand. The fix isn't banning AI, it's governing it: an accountable owner, sanctioned tools, and training.
When the Token Bill Comes Due: What Uber and Microsoft Just Taught the Rest of Us About Renting Intelligence
In late May, Goldman Sachs put a number on something a lot of operators have been feeling in their gut for months. Agentic AI, the bank projects, could push token demand up by more than 24 times in the next few years. Read that again. Not 24 percent. Twenty-four times. If your [Read more...]
When Google Validates Your Architecture: Private AI Was Never the Alternative
At Google Cloud Next 2026 in Las Vegas this week, Google made a quiet but significant announcement: Gemini can now run on a single air-gapped server, fully disconnected from the internet — and from Google itself.
The Model That Barely Slows Down: Gemma 4 26B vs Qwen 3.6 35B at Long Context
We ran Gemma 4 26B and Qwen 3.6 35B-A3B head-to-head on the same server, same quantization, same protocol. Gemma 4 is 3.7× faster at 32k context — and 7.2× faster at 128k. The gap widens with context, and the reason reveals something important about model selection for long-context workloads.
Same AI Model, Two Hardware Tiers — And Why Context Length Is the Hidden Variable
We put Qwen 3.6 35B-A3B on a developer laptop and a dual-GPU server. The speed gap grows from 2.4× to 5.3× as context grows — and the real bottleneck turns out not to be compute.
Meet AgentWorks: Your Business’s Most Valuable Employee Never Calls in Sick
Enterprise-grade AI agents designed specifically for businesses that value data privacy and operational efficiency. Unlike ChatGPT, AgentWorks agents are trained on your business and keep your data completely private.
📰 Latest AI News
Short, plain-English takes on what's moving in private AI. Updated daily.
- Valarian raises $50M to help governments and enterprises escape hyperscalersEven VCs and governments are funding a way off the hyperscale grid. Owning your AI stack isn't fringe, it's the direction of travel.Fortune
- Sticker shock has execs rethinking this whole AI thingPer-token pricing is cheap on day one, then usage climbs. Fixed, right-sized private AI makes the bill something you can plan around.The Register
- Microsoft warns companies to guard their IP from frontier AI labsWhen a hyperscaler tells companies to guard their IP from frontier labs, it's worth listening. Keep sensitive work on infrastructure you control.The Register
- How governance-as-code controls AI agent riskGoverning AI agents works best when the rules are built into the system, not bolted on afterward. That's the idea behind a governed private workspace.TechTarget
- The EU AI Act just moved its deadlines. Don't move your plans.Deadlines slip; your duty to govern AI doesn't. Building governed infrastructure now beats scrambling when the date lands.Finextra
- Former Mayo Clinic leader sues over alleged AI cover-upAI in regulated work without an accountable owner is how you end up in court. Name the owner before you deploy the tool.MedCity News
- More evidence that what you say to your chatbot isn't always privateAnother reminder that public chatbots can expose what you type. A private, governed workspace keeps sensitive data inside your boundary.Above the Law
- The agentic web needs a new hope for identity and trustAs agents start acting on your behalf, identity and oversight become the architecture, not an afterthought. Own that layer.The Register
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