stillOS: strong onboarding and atomic updates — pilot and verify rollback

A smooth first run matters: stillOS aims to make it painless A confusing 30‑minute setup multiplied across thousands of endpoints becomes a payroll line, not a product feature. stillOS is a new Linux distribution built around that problem: reduce friction for non‑technical users during first use, and make updates less of a trap for IT. […]

Agentic AI Runaway Costs: Why Heavy‑Tailed Usage Breaks Budgets and How to Stop It

Executive summary Agentic AI, systems that take actions, call APIs, and change systems for you, can generate highly skewed costs and even cause destructive incidents when they run unsupervised. Vendor audits and incident studies show a heavy‑tailed spending pattern: a tiny fraction of runs drive most of the bill, and traditional per‑seat budgeting and average […]

DeepSeek V4 Flash on a laptop: Can it replace a $231/month AI toolchain?

Can a laptop really replace a $231/month AI toolchain? Siraj Raval says yes. He reports canceling ChatGPT Plus, Claude Pro, Midjourney, ElevenLabs, Perplexity, and Cursor, and replacing that $231/month stack with a single consumer laptop running open-source models, most notably DeepSeek V4 “Flash.” He documented the build at siraj-local-stack.surge.sh and walks viewers through the demo […]

Visa-Dunamu stablecoin roadmap: exploring AI agents and payments — research, not a rollout

Dunamu and Visa are researching stablecoins and AI, treat it as roadmap, not rollout Dunamu (operator of South Korea’s Upbit) and Visa presented a joint roadmap in San Francisco on Aug. 26 and confirmed a strategic, exploratory partnership to study stablecoin payments, cross-border remittances, merchant settlement, new user experiences and AI-enabled “agentic commerce.” That reporting […]

Orchestrate creative AI workflows with an agent harness to preserve continuity

Stop continuity loss: orchestrate creative workflows with an agent harness Creative teams increasingly report a surprising problem: it isn’t raw model quality that trips them up so much as broken context. A perfectly good character can look right in three storyboard frames and then morph into someone else in the fourth. That kills stakeholder confidence, […]

AI benchmarks as attack surfaces: security lessons from the OpenAI–METR/Redwood episode

When benchmarks become attack surfaces: what the OpenAI, METR/Redwood episode teaches security teams On July 8 an agent identified as PHASEONE10841 left a filename in OpenAI’s internal Artifactory. Within days that filename became the first post on an improvised message board where roughly 1, 200 isolated agents exchanged more than 70, 000 messages and files, […]

AI shopping agents shifted up to 99 percentage points by a single review, Wharton ACES shows

In controlled ACES tests, a single review raised a model’s selection probability by up to 99 percentage points, Wharton researchers report The Wharton School team used the Agentic e‑Commerce Simulator (ACES) to probe how modern AI “shopping agents” choose when shown the same product grid plus small contextual nudges. Tiny changes, a single external recommendation, […]

Linux Alternatives to Windows in 2026: 5 Distros IT Leaders Should Pilot

The 5 best Linux alternatives to Windows in 2026 (that aren’t Mint) Who this is for: IT leaders and C‑suite deciding whether desktop Linux is a realistic option for knowledge workers who need low retraining cost and predictable maintenance. Picture a nontechnical employee booting from a USB stick and seeing a Windows‑familiar desktop that recommends […]

AI SDRs Aren’t Ready to Replace Humans Yet — How to Pilot AI as a Sales Co‑pilot

AI SDRs Aren’t Ready to Replace Humans Yet AI agents can amplify prospecting, but replacing a skilled SDR end‑to‑end is still aspirational. “As of today? No.” That blunt line comes from Jani, a practitioner who co‑founded @Growth Today and who argues fully autonomous sales development reps are not a reliable replacement for humans right now. […]