Cloud AI

The New Bottleneck in Open AI: It’s Not Ideas, It’s Compute Every AI team says it wants to move faster. Fewer teams admit what’s quietly setting their pace: access to GPUs. This week’s open-model conversation made that tension impossible to ignore. New open releases are getting stronger, benchmarks are improving, …

Article AI Doesn’t Reduce Work — It Intensifies It: The New Operating Reality for Modern Teams For years, the promise around AI in the workplace was simple: automate repetitive work, save time, and free people to focus on higher-value tasks. That promise is not false — but it is incomplete. …

In 2026, winning AI teams don’t bet on one model. They use portfolio routing, validation, and escalation to reduce cost and latency without sacrificing quality.

The shift nobody can ignore For the last two years, most AI conversations were dominated by model rankings. Bigger context windows, benchmark scores, and faster tokens became the default way to compare products. But inside real companies, a different reality is taking over: execution quality matters more than model size. …

The Quiet Rebellion Against GPU Lock-In: How Budget PCs Are Making Local AI Practical Again For most of the past two years, local AI has been marketed like an arms race. Bigger cards. More VRAM. Faster interconnects. If you did not have a high-end NVIDIA GPU or a recent Mac …

Prompt Injection Is the Operational Risk Self-Hosted LLM Teams Underestimate Self-hosting language models is often framed as a security upgrade. It can be one, but mostly for data residency, cost control, and model customization. It does not remove the core application risk that appears when a model can read untrusted …

The Day Your Local LLM Became a Drop‑In API: What llama.cpp’s “Responses API” Support Means for Builders If you’ve ever watched a prototype die at the handoff from “cool demo” to “ship it,” you know the culprit is rarely model quality. It’s integration debt. A team will build a workflow …

Clawdbot is the kind of AI assistant many of us actually need in 2026: not just a chatbot, but a tool-first agent that can connect to real channels (like WhatsApp), automate the browser, schedule reminders, and run repeatable workflows via modular “skills”. In this article, I’ll explain what Clawdbot is, …